THE AI USE CAse library

Real AI implementations, with real numbers.

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100
of
166
cases
10x
AI use per employee, team estimate
How an Airport Hotel Lifted AI Use 10x in One Training Week
A 24-hour airport hotel trained leadership, sales and floor staff in one week under a single acceptable-use framework, taking AI use from 0.5 to 5 hours per employee a week.
Rules were set tier by tier, from leadership to back of house. • AI use rose from 0.5 to 5 hrs per employee a week • Every tier trained in a single week on site
Tagged
AI Workforce Enablement
Hospitality & Travel
Operations
Sales & Revenue
< 4 weeks
ChatGPT
Not disclosed
51-250
Risk & Compliance
Time Savings
Expert
Julian Wells
Julian Wells
Co-Founder & Partner
North Group
Explore Case
→
40 of 40
Reps on a sanctioned AI plan
How a Flagship Hotel Moved 40 of 40 Reps Onto Sanctioned AI
A flagship hotel had one paid AI seat and reps spending 70% of their day on admin. After a week of on-site training, all 40 were on a sanctioned plan under a published policy.
One week on site, with coaching built on each team's daily tasks. • Reps on a sanctioned AI plan went from 1 of 40 to 40 of 40 • Team-estimated trust in AI up 80% after the week
Tagged
AI Workforce Enablement
Hospitality & Travel
Sales & Revenue
Operations
< 4 weeks
ChatGPT
Not disclosed
51-250
Risk & Compliance
Time Savings
Expert
Julian Wells
Julian Wells
Co-Founder & Partner
North Group
Explore Case
→
9 in 10
Finished an 80-question survey
How a Founder Conference Got 9 in 10 Through a 37-Min Survey
A national entrepreneur conference swapped its alphabetical seating chart for AI matching that paired every attendee and sent each a personal readout within about 15 minutes.
The survey was made long on purpose so the matching had real data. • 9 in 10 attendees finished all 80 required questions • 100 personal readouts sent, each within ~15 min
Tagged
Recommendation Systems
Generative Design & Content
Professional Services
Operations
Customer Service
< 4 weeks
Claude
Not disclosed
Customer Experience
Expert
Julian Wells
Julian Wells
Co-Founder & Partner
North Group
Explore Case
→
14 of 15
Planted faults caught, blind test
How a CPG Brand's AI Reviewer Caught 14 of 15 Brand Faults
A CPG brand's marketing team handed creative review to an AI skill that caught 14 of 15 planted brand faults blind, and team members now report saving 5+ hours a week.
Discovery, policy and training came before any automation. • Creative-review skill caught 14 of 15 planted faults blind • Team members report 5+ hrs saved a week
Tagged
AI Workforce Enablement
Process Automation (RPA + AI)
Consumer Goods & CPG
Marketing
Operations
Finance & Accounting
< 4 weeks
Claude
Not disclosed
51-250
Time Savings
Risk & Compliance
Expert
Julian Wells
Julian Wells
Co-Founder & Partner
North Group
Explore Case
→
4 hrs to 45 min
Research time per project file
How a Real Estate Advisory Cut File Research to 45 Minutes
A West Coast real estate advisory moved its staff off personal AI accounts onto one connected platform, cutting research per project file from four hours to about 45 minutes.
Each employee built their own role setup in a half-day workshop. • Project file research fell from 4 hrs to ~45 min • ~4,000 archive files catalogued with AI
Tagged
AI Workforce Enablement
Process Automation (RPA + AI)
Real Estate
Construction & Engineering
Operations
Marketing
< 4 weeks
Claude
Not disclosed
1-50
Time Savings
Cost Reduction
Expert
Julian Wells
Julian Wells
Co-Founder & Partner
North Group
Explore Case
→
3 days → <2 hrs
HR ticket resolution time
How a Venture Studio Cut HR Replies From 3 Days to 2 Hours
One small HR team answered policy questions for every company in a venture studio. An AI engine now answers from each handbook, cutting resolution from 3 days to under 2 hours.
Confidence scores decide what the AI sends, drafts or hands to a person. • HR ticket resolution cut from about 3 days to under 2 hours • ROI turned positive within 30 days
Tagged
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
Financial Services
HR & People
< 4 weeks
Claude
Time Savings
Cost Reduction
Expert
Yuri Kruman, Founder, Portfolio Leverage
Yuri Kruman
Founder
Portfolio Leverage
Explore Case
→
40-60 hrs → <4
Analyst hours per diligence pass
How Two Startup Funds Cut Deal Diligence to Under 4 Hours
Analysts at two early-stage funds spent 40 to 60 hours on each first-pass diligence. An AI platform now scores every deal against the fund's own framework in under 4.
The scoring rubric was written by hand before any code. • First-pass diligence down from 40-60 analyst hours to under 4 • Deal-evaluation capacity tripled with no new hires
Tagged
Decision Support & Scoring
Data Synthesis & Reporting
Financial Services
Executive & Strategy
4–8 weeks
Multi-model platform
Private Equity Firm
1-50
Time Savings
Headcount Avoidance
Expert
Yuri Kruman, Founder, Portfolio Leverage
Yuri Kruman
Founder
Portfolio Leverage
Explore Case
→
70%
Less time on tax data preparation
How a Multi-Entity Tax Team Cut Data Prep 70%
A multi-entity U.S. tax team cleaned and mapped ERP data by hand before every filing. Local AI models now classify 90% of transactions and run reconciliation 3x faster.
Data and tax logic were locked down before any model was trained. • 90% of transactions mapped with no manual touch • Book-to-tax reconciliation runs 3x faster
Tagged
Data Synthesis & Reporting
Other
Finance & Accounting
4–8 weeks
Other
$250K – $500K
Time Savings
Expert
Rizwan Shaik, XIT Solutions
Rizwan Shaik
Account Executive
XIT Solutions
Explore Case
→
90%
Of part searches return a result
How a Catering Parts Desk Answers 90% of Part Searches
A catering equipment distributor's parts data sat in drawings on an old shared drive. Stackfix indexed 1.6M+ parts, and the whole sales desk now gets an answer on 90% of searches.
Every result links to its source drawing, so reps verify before quoting. • 750-800 searches a month, used by the whole sales desk • About 86% of rated in-catalogue searches marked correct
Tagged
Knowledge Management & Search (RAG)
Manufacturing & Industrial
Sales & Revenue
4–8 weeks
Multi-model platform
Private Equity-Backed
Private Company
Not disclosed
1-50
Time Savings
Expert
Paddy Stobbs, Stackfix
Paddy Stobbs
Co-founder & CEO
Stackfix
Explore Case
→
40 hrs/wk
Manual prospecting time eliminated
How a Marketing Agency Cut 40 Hours of Weekly Prospecting
An agency serving real estate brokerages had reps building lead lists by hand. An overnight scraping and enrichment pipeline now delivers 100+ qualified leads to its CRM daily.
Qualification runs as rules in code; AI fills gaps in contact data. • 40 hours a week of manual prospecting eliminated • 100+ qualified, enriched leads land in the CRM daily
Tagged
Process Automation (RPA + AI)
Professional Services
Sales & Revenue
< 4 weeks
Perplexity
Private Company
Not disclosed
Time Savings
Revenue Growth
Expert
Mike Fishbein, Founder, Atherial
Mike Fishbein
Founder
Atherial
Explore Case
→
+34%
Cold-call conversion rate
How a Sales Team Lifted Cold-Call Conversion 34%
A professional services firm selling into real estate trained reps only as fast as managers could run roleplays. AI voice prospects lifted conversion 34% and cut ramp 70%.
Prospects and coaching are built from the client's own winning calls. • Cold-call conversion up 34%, new-hire ramp down 70% • Managers see who is ready for live leads
Tagged
Conversational AI (Chatbot / Agent)
Professional Services
Sales & Revenue
< 4 weeks
Gemini
Founder-Owned
Private Company
Under $25K
1-50
Revenue Growth
Expert
Mike Fishbein, Founder, Atherial
Mike Fishbein
Founder
Atherial
Explore Case
→
100K+ calls
Handled by AI, previously by staff
How an Insurer Automated Outreach Across 100K+ Calls
An insurer's staff handled every outreach and triage call by phone. An AI agent now runs all of it, handing claims to licensed medical consultants, with 4.9/5 satisfaction.
Outreach went live first; triage and handoff followed once the agent proved out. • 100% of outreach, triage and handoff automated across 100K+ calls • Callers rate the experience 4.9 out of 5
Tagged
Conversational AI (Chatbot / Agent)
Insurance
Customer Service
4–6 months
Claude
Private Equity-Backed
Private Company
$25K – $100K
51-250
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
80%
Cut manual tracking and updates
How a Shipping Operator Cut Manual Document Tracking 80%
A shipping operator's staff tracked every consignment's documents and invoices by hand. AI now reads each customs document as it lands, cutting manual tracking 80%.
Existing SharePoint sheets stayed the interface; no new front end was built. • Manual document tracking cut 80% • Missing documents and overdue payments flagged in real time
Tagged
Data Synthesis & Reporting
Transportation & Logistics
Finance & Accounting
< 4 weeks
Claude
Private Equity-Backed
Private Company
$25K – $100K
1-50
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
84%
Resolved instantly by the AI agent
How a Visa Agency Resolved 84% of Applicant Questions
A national visa agency's officers answered the same questions millions of times. AI agents now front the channel, resolving 84% instantly for 10M+ people a year.
Agents built as the primary channel, measured on resolution rather than deflection. • Visa agent resolves 84% of applicant questions instantly • Passport support handled at human-level resolution
Tagged
Conversational AI (Chatbot / Agent)
Government & Public Sector
Customer Service
2–4 months
Claude
Nonprofit/Institutional
Government / Public Sector
$100K – $250K
5,001+
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
5x
Sped up decisions and execution
How a Ship Operator Ran 30% More Vessels With the Same Team
A ship operator's best people carried every decision in their heads and inboxes. AI advisors modeled on them now answer from years of email, making decisions 5x faster.
Advisors modeled on the operator's own best people. • Decisions and execution 5x faster from a live knowledge layer • 70% of repetitive work automated, 30% more vessels per team
Tagged
Data Synthesis & Reporting
Transportation & Logistics
Operations
2–4 months
Claude
Private Equity-Backed
Private Company
$250K – $500K
1-50
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
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→
66% vs 63%
Closed by AI vs human reps
How a Security Company's AI Agent Closed 66% of Warm Leads
A security company's sales floor couldn't call back warm leads fast enough. An AI voice agent now follows up and closes, at 66% against 63% for human reps.
Three agents with separate jobs, each measured against the humans doing that work. • Sales agent closed 66% of warm leads vs 63% for reps • NPS agent now surveys every customer
Tagged
Conversational AI (Chatbot / Agent)
Professional Services
Customer Service
2–4 months
Claude
Founder-Owned
Private Company
$25K – $100K
51-250
Revenue Growth
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
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→
~2,000x
Faster employee compliance checks
How a Mortgage Lender Cut Compliance Checks to Seconds
A national mortgage lender checked employee compliance by hand across 50 states. A unified compliance system now answers each check in about a second, with AI analytics on top.
An ontology layer resolves each person across systems so rules can apply cleanly. • Each check went from about 30 minutes to about a second • One compliance program now covers all 50 states
Tagged
Process Automation (RPA + AI)
Data Synthesis & Reporting
Financial Services
Legal & Compliance
2–4 months
Other
Family Owned
Private Company
$25K – $100K
51-250
Time Savings
Risk & Compliance
Expert
Justin D'Iorio, BaseForge Advisors
Justin D'Iorio
Managing Partner
BaseForge Advisors
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→
~$200K/yr
Analyst hires avoided per year
How an Estimating Team Cleared a 40-Project Backlog with AI
An analyst hand-mapped every claims estimate into construction management software. A two-step Gemini layer now assigns the cost codes and cleared a 40-project backlog.
A small model summarizes each line item and a reasoning model picks the cost code. • 40-project backlog cleared in a two-week proof of concept • Two analyst hires avoided, about $200K a year
Tagged
AI-Accelerated Custom Software
Document Processing & Extraction
Process Automation (RPA + AI)
Construction & Engineering
Operations
< 4 weeks
Gemini
Cost Reduction
Time Savings
Headcount Avoidance
Expert
Justin D'Iorio, BaseForge Advisors
Justin D'Iorio
Managing Partner
BaseForge Advisors
Explore Case
→
>94%
Pricing accuracy vs manual quotes
How an Auto Transport Firm Cut Quotes to Under a Second
An auto transport company's quotes were too slow for digital car buyers. An ML pricing model now quotes in under a second at over 94% accuracy, opening a new market segment.
Synthetic data on rare routes kept the model accurate where history was thin. • Quotes return in under a second at over 94% accuracy • Instant pricing opened a segment BaseForge sizes at ~$2.7B
Tagged
AI-Accelerated Custom Software
Decision Support & Scoring
Predictive Analytics & Forecasting
Transportation & Logistics
Sales & Revenue
Product & Engineering
Executive & Strategy
2–4 months
Other
Private Equity-Backed
Private Company
$100K – $250K
51-250
Revenue Growth
Time Savings
Expert
Justin D'Iorio, BaseForge Advisors
Justin D'Iorio
Managing Partner
BaseForge Advisors
Explore Case
→
80%
Lower engineering cost to an MVP
How a Bootstrapped AI Startup Got From POC to a Live App
A bootstrapped AI startup had a proof of concept and no engineering team. Kaprin's self-healing build pipeline turned it into a working app its alpha cohort now uses.
A build worker test-compiles every app and patches failures before it ships. • Brief to live, cloud-hosted app in under 15 minutes • Code lands in the founder's own GitHub repo, fully owned
Tagged
AI-Accelerated Custom Software
Technology & Software
Product & Engineering
< 4 weeks
Claude
Founder-Owned
Private Company
$25K – $100K
1-50
Cost Reduction
Time Savings
Expert
Kashifa Afrin, Kaprin
Kashifa Afrin
Founder & CEO
Kaprin
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→
10+ hrs
Reporting time saved per week
How a Global Manufacturer Cut Reporting by 10+ Hours a Week
A global engineer-to-order manufacturer ran reporting through SQL across 20+ entities. An AI layer over its ERP, CRM and SharePoint saves 10+ hours a week and avoided 2 hires.
Answers were tested against trusted SQL reports before anyone relied on them. • 10+ hours a week saved on reporting across 20+ entities • Two planned analyst hires avoided
Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Operations
4–8 weeks
Claude
Public Company
Public Company
$25K – $100K
1,001-5,000
Cost Reduction
Expert
Craig Crossley, Visibility
Craig Crossley
VP, Solution Engineering
Visibility
Explore Case
→
2 wks → 10 min
Cut from a two-week prep cycle
How a Pharma Team Cut Disclosure Prep to 10 Minutes
A pharma compliance team spent two weeks hand-building each state pricing disclosure. An RPA workflow now pulls data, runs calculations, and builds a filing package in 10 minutes.
Scoped to three states first, with compliance sign-off kept human-in-the-loop. • Cut disclosure prep from ~2 weeks to ~10 minutes • Automated CT, VT, and CO filings from controlled trackers
Tagged
Process Automation (RPA + AI)
Healthcare & Life Sciences
Legal & Compliance
4–8 weeks
Other
Public Company
Public Company
Under $25K
5,001+
Risk & Compliance
Expert
Will Sanchez
Automation Consultant
RAM Solutions
Explore Case
→
12 weeks
From kickoff to build-ready roadmap
How a Credit Bureau Got an AI App Build-Ready in 12 Weeks
A credit bureau's real estate safety product was redesigned as a governed AI assistant, with 27 testable requirements and an 8-week MVP plan, before any production code was built.
The LLM was specified as a governed interpreter whose every action the app enforces. • 27 testable AI requirements for engineers and auditors • iOS call-screening blocker caught before any build spend
Tagged
Conversational AI (Chatbot / Agent)
Natural Language Processing
Financial Services
Real Estate
Product & Engineering
Legal & Compliance
2–4 months
Other
Public Company
Public Company
$100K – $250K
5,001+
Risk & Compliance
Expert
Tony Miller, Co-founder, Boxcar ai
Tony Miller
Co-founder
Boxcar ai
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→
3 → 1
Cut sales systems of record to one
How a Power-Systems Maker Cut Quote Entry From 3 Times to 1
A power-systems maker's sales, engineering and CRM teams each retyped every quote. Configurator output is now piped straight into engineering and Salesforce, entered once.
Integration over new screens: no new UI, just the three existing systems wired together. • Quote entries cut from 3 to 1 • Zero re-keying between quoting, engineering and Salesforce
Tagged
Decision Support & Scoring
Manufacturing & Industrial
Sales & Revenue
2–4 months
Claude
Private Equity-Backed
Private Company
$250K – $500K
1-50
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
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→
50-70%
Sped up RFP and proposal drafts
How a Facilities Firm Cut RFP Turnaround 50-70%
A facilities firm's team rebuilt every RFP response from a blank page. AI now drafts from the proposal archive, cutting turnaround 50-70%, and an agent resolves up to 60% of calls.
One audit, four systems, each shipped and measured before the next sprint began. • RFP turnaround 50-70% faster from the proposal archive • 40-60% of inbound calls resolved without a human
Tagged
AI-Accelerated Custom Software
Construction & Engineering
HR & People
4–6 months
Claude
Private Equity-Backed
Private Company
$100K – $250K
1-50
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
1,000 accounts
Prospects found over the $5M floor
How a Tax Firm Found 1,000 Hidden Prospects Across Texas Counties
A PE-backed property-tax rollup screened Texas one county at a time and missed its biggest prospects. AI entity resolution found about 1,000, and BD closed 4 in month one.
County records were joined into one account before anything was ranked. • About 1,000 accounts over the firm's floor, worth an estimated $600K a year • 4 new clients closed in the first month • An $8M taxpayer surfaced that sat under every county cutoff
Tagged
Decision Support & Scoring
Professional Services
Sales & Revenue
2–4 months
Claude
Private Equity-Backed
Private Company
$25K – $100K
51-250
Revenue Growth
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
~$15K/year
Saved by retiring Salesforce
How a Luxury Travel Agency Freed 12 Hours a Week Per Advisor
A luxury travel agency's advisors retyped client details across eight tools. One database they can question in plain English now saves each about 12 hours a week.
Data migration came first; the Claude interface went on only once records reconciled. • About 12 hours a week saved per advisor • 15-20% of missed commissions recovered automatically
Tagged
AI Workforce Enablement
Knowledge Management & Search (RAG)
Hospitality & Travel
HR & People
2–4 months
Claude
Founder-Owned
Private Company
$100K – $250K
1-50
Cost Reduction
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
80%
Cut manual MLS data entry
How a Brokerage Cut MLS Listing Entry From 45 Minutes to 10
A brokerage's agents keyed every listing into a 700-field MLS form by hand. AI now pre-fills it from source documents and photos, saving 54+ hours a week.
Low-confidence fields go to a human, so the easy 90% of listings run untouched. • Time per listing cut from ~45 minutes to under 10 • 54+ hours saved weekly, ~$500K a year
Tagged
Document Processing & Extraction
Real Estate
Finance & Accounting
2–4 months
Private Equity-Backed
Private Company
$250K – $500K
1-50
Time Savings
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
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→
95%
Cut manual research per company
How a VC Firm Lifted Deal Screening Throughput 6x
A VC firm's associates researched every inbound company by hand. AI now enriches and scores each deal against the thesis on arrival, cutting research time 95%.
Scoring calibrated against the partners' own past calls before anyone relied on it. • 95% less manual research; 2,000+ companies enriched • 6x screening throughput, 40%+ more top deals surfaced
Tagged
Decision Support & Scoring
Financial Services
Sales & Revenue
4–6 months
Claude
Founder-Owned
Venture Capital Firm
$500K+
1-50
Revenue Growth
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
6-8 hrs → 15 min
Cut attorney markup per lease
How a CRE Law Firm Cut Lease Redlines to 15 Minutes
A CRE law firm's attorneys spent 6-8 hours marking up each lease from memory. A playbook drawn from their own precedents now drafts the redline in one pass for review.
The firm's own precedents became the playbook; precision was tuned before recall. • Lease markup cut from 6-8 hours to a 15-minute redline • 94% of playbook issues flagged on a benchmark lease
Tagged
Data Synthesis & Reporting
Real Estate
Legal & Compliance
6–12 months
Claude
Founder-Owned
Partnership
$25K – $100K
1-50
Risk & Compliance
Expert
Kevin Malaekeh, ModernEdge AI
Kevin Malaekeh
Co-Founder
ModernEdge AI
Explore Case
→
~60 days
Payback period on the platform
How Ceres Environmental Cut Answer Time From Days to Seconds
Ceres's answers lived with whichever analyst knew where to look. An AI layer over 50 years of records now answers lender and auditor requests in seconds, paying back in about 60 days.
Put 50 years of records behind one interface before any dashboards. • Lender and auditor requests answered in seconds, not days • New finance leader productive in weeks, not months
Tagged
Knowledge Management & Search (RAG)
Data Synthesis & Reporting
Construction & Engineering
Finance & Accounting
Executive & Strategy
Operations
< 4 weeks
TBC
Founder-Owned
Private Company
Not disclosed
Time Savings
Other
Expert
Kris Krisco
Co-founder
Synopsis
Explore Case
→
$100K
Monthly billing leak, stopped
How Relay Found $100K a Month in Missed Billing
Relay's FP&A lead stitched Sage and ServiceTrade exports by hand. An AI analyst now drills across both, finding $100K a month in missed billing and turning 3-hour reports into minutes.
Joined Sage and ServiceTrade first, skipping the data-lake build. • Cross-system drilling found $100K a month in missed labor billing • 3-hour reports now take minutes; M&A data ingest took 1 week
Tagged
Data Synthesis & Reporting
Decision Support & Scoring
Process Automation (RPA + AI)
Construction & Engineering
Finance & Accounting
Sales & Revenue
Operations
< 4 weeks
TBC
Private Equity-Backed
Private Company
Not disclosed
Revenue Growth
Time Savings
Cost Reduction
Expert
Kris Krisco
Co-founder
Synopsis
Explore Case
→
42%
Cut in pricing error in production
How a Federal Staffing Firm Cut Bid Pricing Error 42% With AI
A federal staffing firm's bid team piped years of bids into an ML pricing model — cutting pricing error 42% and catching sub-floor prices that used to lose contracts unread.
Unstructured bids became a pricing model that prices every RFP. • Extraction agents built a 37,000-line pricing database from years of bids • Custom ML cut pricing error 42% in production, screening 100 RFPs/yr
Tagged
Document Processing & Extraction
Predictive Analytics & Forecasting
Decision Support & Scoring
Healthcare & Life Sciences
Government & Public Sector
Finance & Accounting
Sales & Revenue
< 4 weeks
Multi-model platform
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Revenue Growth
Time Savings
Headcount Avoidance
Expert
Adam King, Founder & CEO of Topsail
Adam King
Founder & CEO
Topsail
Explore Case
→
20h → 13m
Cut from the monthly report time
How a Preschool Roll-Up Cut a 20-Hour Report to 13 Min With AI
A specialist once spent 20 hours hand-labeling receipts across 15 schools. An AI pipeline now files the reimbursement report in 13 minutes — and she maintains its rules herself.
A 20-hour manual report became a pipeline every new school inherits. • AI reads every receipt line, cutting the report from 20h to 13m • The food-program month now closes in 3 days, fully auditable
Tagged
Document Processing & Extraction
Process Automation (RPA + AI)
Data Synthesis & Reporting
Education & EdTech
Finance & Accounting
Operations
4–8 weeks
Claude
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Time Savings
Cost Reduction
Headcount Avoidance
Expert
Adam King, Founder & CEO of Topsail
Adam King
Founder & CEO
Topsail
Explore Case
→
3+ hrs
Saved on every RFP
How a Media Team Cut RFP Prep From 3 Hrs to 15 Min
An enterprise sales team piped its past proposals into an AI that reads each RFP and drafts the reply — cutting prep from 3 hours to 15 minutes and clearing 76% of its backlog.
Tagged the whole library by meaning first, not keywords. • Claude drafts each RFP reply — 3 hrs to 15 min • Fires inside the CRM on every RFP — 76% backlog cut
Tagged
Knowledge Management & Search (RAG)
Media & Entertainment
Sales & Revenue
2–4 months
Claude
Public Company
Public Company
$25K – $100K
5,001+
Revenue Growth
Expert
Matthew Wood, Checkmark Automations
Matthew Wood
Founder
Checkmark Automations
Explore Case
→
$300K+
Est. yearly associate cost avoided
How One Independent Sponsor Ran 93 Deals With Zero Analysts
A solo PE principal was hand-building every scorecard, spread and memo. 42 Claude skills now take each CIM from intake to CRM in one command, with a capital memo a day after extraction.
Deterministic Python sits behind every Claude skill. • One command takes a CIM to a scored memo and HubSpot records • 93 deals and 402 companies in pipeline, zero analysts
Tagged
Process Automation (RPA + AI)
Financial Services
Other
< 4 weeks
Claude
Founder-Owned
Private Equity Firm
Under $25K
1-50
Time Savings
Expert
Jack Vander Leeuw
Managing Partner
Token Capital Group
Explore Case
→
40%
Lifted the innovation pipeline
How Reynolds Lifted Its Innovation Pipeline 40% in 8 Weeks
Reynolds had years of consumer research in scattered studies and reports. An AI research system read 174,000 reviews against it, surfacing four new growth territories and 11+ product concepts.
Worked five business questions through the evidence first. • 174K reviews and 50K+ social posts mapped to four growth territories • 11+ evidence-backed concepts; pipeline up 40% in 8 weeks
Tagged
Data Synthesis & Reporting
Natural Language Processing
Decision Support & Scoring
Consumer Goods & CPG
Executive & Strategy
Product & Engineering
Marketing
4–8 weeks
Custom / proprietary
Public Company
Public Company
$250K – $500K
5,001+
Revenue Growth
Expert
Chaz Flexman
CEO & Co-Founder
Starday
Explore Case
→
95%
Cut from 8-hour prep per batch
How One Sales Team Cut Outreach Prep 95%
A B2B sales team spent nearly a full day preparing outreach for ten prospects. A Copilot Studio agent now drafts the same batch — emails plus follow-ups — in 20 minutes.
Brand DNA defined first, so every draft held the company's sales voice. • 10-contact outreach prep fell from ~8 hours to ~20 minutes • ~95% less drafting time — ~45 min to under 2 min per email
Tagged
Conversational AI (Chatbot / Agent)
HR & People Operations
Sales & Revenue
< 4 weeks
Microsoft Copilot
Public Company
Public Company
Under $25K
1,001-5,000
Revenue Growth
Time Savings
Expert
Will Sanchez
Automation Consultant
RAM Solutions
Explore Case
→
1,000+
Data exposures surfaced for review
How an Enterprise AI Vendor Surfaced 1,000+ Data Exposures
An enterprise AI company had no clear view of how employees used AI or where data leaked. A classification layer now sorts each AI interaction, flagging 1,000+ exposures across 2,500+ staff.
Metadata-first collection kept sensitive content out while usage stayed visible. • AI classification flagged 1,000+ data exposures for review • One view of AI use across 2,500+ employees
Tagged
Decision Support & Scoring
Technology & Software
Executive & Strategy
4–8 weeks
Custom / proprietary
Public Company
Public Company
$100K – $250K
1,001-5,000
Risk & Compliance
Expert
Jeet Das
Head of AI
GenLift
Explore Case
→
80%
Faster diligence response
How One Manufacturer Cut Diligence Waits 80% With AI
Exchangers' finance team rebuilt group numbers from every country ERP each time an advisor asked. An AI now maps the accounts in place, so week-long answers arrive same day and data work fell 60%.
Interviewed staff on why accounts existed before touching data, so mapping happened once. • Custom connectors read locale-specific ERPs in place, nothing migrated • Same-day diligence answers, 60% less finance data work
Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Finance & Accounting
4–6 months
Gemini
Private Equity-Backed
Private Company
$100K – $250K
1,001-5,000
Time Savings
Expert
Shaheer Khan
Co-Founder & COO
Scaylor
Explore Case
→
550+ days
Reclaimed across customer products
How Edmunds GovTech Reclaimed 550+ Dev Days
Edmunds GovTech's product and engineering org had no AI adoption. A Claude Code harness now runs its SDLC, reclaiming 550+ dev days and compressing a one-year rebuild into weeks.
Embedded enablement built a reusable Claude Code harness, then drove org-wide adoption. - One engineer rebuilt a year-long modernization in weeks - 8x faster bug resolution; 550+ dev days reclaimed
Tagged
AI Workforce Enablement
AI-Accelerated Custom Software
Technology & Software
Product & Engineering
4–8 weeks
Claude
Private Equity-Backed
Private Company
Not disclosed
251-1,000
Time Savings
Revenue Growth
Expert
Csongor Barabasi
Founder & CEO
Bonsai Labs
Explore Case
→
+8%
Lifted net revenue retention
How One PE-Backed SaaS Firm Lifted NRR 8%
A SaaS leadership team piped Salesforce, NetSuite, Recurly, Pendo, and Jira into one platform, lifting net revenue retention 8% and cutting board-prep time 90%.
One unified 'golden domain' first, then rolled out top-down across the org. • 10+ systems of record unified, 100+ daily active users • +8% net revenue retention; 90% less board-prep time
Tagged
Other
Technology & Software
Other
< 4 weeks
Other
Private Equity-Backed
Private Company
$100K – $250K
51-250
Revenue Growth
Expert
Kris Krisco
Co-founder
Synopsis
Explore Case
→
Walked away
Deal dropped on diligence findings
How AI/ML Diligence Stopped a SaaS Acquisition
A VC-backed deal team had a SaaS target whose AI claims looked strong on paper. Independent diligence tested them against available evidence, surfaced capability gaps and key-person risk, and the acquirer walked away.
Mapped who actually held the technical knowledge before interviews, not the org chart. • Evidence review split confirmed capabilities from unvalidated claims • Findings led the acquirer to walk away from the transaction
Tagged
Decision Support & Scoring
Technology & Software
Executive & Strategy
< 4 weeks
Claude
Venture-Backed
Private Company
Not disclosed
251-1,000
Cost Reduction
Expert
Melania Calinescu
CEO/Founder
AI4ALL Solutions
September 2026
Explore Case
→
20 weeks → 4
Cut from each park's brand ramp
How Axia Partners Cut Park Rebrands From 20 Weeks to 4
Axia's integration team took 20 weeks to rebrand each new park, and one couldn't take an online booking. Scoring plus per-park creative cut it to 4 weeks.
A scoring tool grades each park in about an hour, then prices the upside of fixing what it finds. • Caught flash-built sites and dead analytics • Per-park ad copy replaced one template; 20 weeks → 4
Tagged
Generative Design & Content
Decision Support & Scoring
Real Estate
Hospitality & Travel
Marketing
Operations
Not disclosed
Claude
Founder-Owned
Private Equity Firm
Not disclosed
1-50
Revenue Growth
Time Savings
Expert
Connor McLeod
Partner
SageCreek
September 2026
Explore Case
→
80 hrs → same day
Cut from each park comp analysis
How Axia Partners Cut Park Comps From 80 Hours to Same Day
Jake Jones had just finished an 80-hour comp by hand when he ran the agent as a check. It found every comp he had, plus about twice as many he hadn't, in a day.
Built with Axia's acquisitions lead on Claude Opus 4.6, then checked against an 80-hour manual comp. • Matched every comp found by hand, returned about 2x more • Portfolio refresh: 21 days to overnight, ~$200/mo
Tagged
Data Synthesis & Reporting
Process Automation (RPA + AI)
Decision Support & Scoring
Real Estate
Hospitality & Travel
Executive & Strategy
Operations
2–4 months
Claude
Founder-Owned
Private Equity Firm
Not disclosed
1-50
Time Savings
Headcount Avoidance
Expert
Connor McLeod
Partner
SageCreek
September 2026
Explore Case
→
400+ hrs/mo
Patient-education time saved
AI Patient Education Chatbot for Ophthalmology
An ophthalmology practice deployed Sophia, a text-and-voice AI chatbot fine-tuned to its procedures, to handle repetitive patient education, with an estimated 400+ staff hours saved per month.

A HIPAA-conscious chatbot customized per practice, in both text and voice.

  • 400+ hours a month of patient-education time saved (projected)
  • Whisper speech-to-text and Eleven Labs voice, tuned per practice
Tagged
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Operations
Customer Service
Not disclosed
ChatGPT
Private Company
Not disclosed
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
Acquired
Platform supported ACA acquisition
AI Expert-Call Surveillance for MNPI Detection
Encore Compliance sharpened its detection of material non-public information in expert-network call transcripts with an interpretable LLM system, work that helped support its acquisition by ACA Group.

An LLM pipeline built for interpretability, so compliance teams can audit every flag.

  • Materially improved MNPI detection accuracy
  • Chain-of-thought reasoning gives audit-ready decisions
Tagged
Natural Language Processing
Decision Support & Scoring
Financial Services
Legal & Compliance
Legal & Compliance
< 4 weeks
Not disclosed
Private Company
Not disclosed
1-50
Risk & Compliance
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
$1M+
In savings identified by the audit
AI Efficiency Audit for Kubernetes Infrastructure
Rafay Systems ran a PressW AI audit that mapped six automation opportunities across its operations and identified $1M+ in potential savings, from a unified knowledge base to a Kubernetes spend optimizer.

A structured discovery audit that turned fragmented operations into a costed AI roadmap.

  • $1M+ in estimated savings identified
  • 6 AI automation opportunities mapped with roadmaps
Tagged
Knowledge Management & Search (RAG)
Generative Design & Content
Predictive Analytics & Forecasting
Technology & Software
Operations
Executive & Strategy
Not disclosed
Claude
Venture-Backed
Private Company
Not disclosed
Cost Reduction
Time Savings
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
80%+
Cut from agents' content search
AI Knowledge Agent for Real Estate Training
A large California brokerage made 100GB+ of training videos and blogs instantly searchable with an embedding-based AI agent, cutting agents' content-search time by 80%+.

Embedding-based search over the brokerage's full training library, with source links.

  • 80%+ reduction in agents' content-search time
  • 100GB+ of training video and blog content indexed
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Real Estate
Operations
HR & People
Not disclosed
Claude
Private Company
Not disclosed
Time Savings
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
1,600 Qs
Answered in the first two weeks
RAG Chatbot for School District Staff Q&A
Education Delta gave district staff a role-aware RAG chatbot for policy and schedule questions; its pilot answered 1,600 questions across 700 users in the first two weeks.

Role-based retrieval with hallucination guardrails that fall back deterministically.

  • 700 pilot users; 1,600 questions answered in two weeks
  • Parent-document retrieval and query expansion bridge wording gaps
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Education & EdTech
Operations
HR & People
< 4 weeks
Claude
Private Company
Not disclosed
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
5 pillars
In the AI-competency assessment
AI Due Diligence Framework for Investors
Ecliptic Capital used PressW's 5-pillar AI-competency framework to technically vet a healthcare-AI investment, closing the gap where the deal team lacked deep AI expertise.

A structured 5-pillar assessment run as technical interviews with the target.

  • Covers data, governance, modeling, testing and scale
  • Findings report with positive and negative technical flags
Tagged
Decision Support & Scoring
Financial Services
Executive & Strategy
Not disclosed
Not applicable
Venture Capital Firm
Not disclosed
Risk & Compliance
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
60+ hrs/mo
Saved for the fundraising team
AI Data Room Assistant for LP Due Diligence
A venture capital firm gave prospective LPs a chatbot inside its FIS DX data room to answer fund-document questions on demand, saving the fundraising team 60+ hours a month.

A financial-language-tuned chatbot embedded directly in the existing FIS DX data room.

  • 60+ hours a month saved for the fundraising team
  • Source-linked answers with auto follow-up questions for LPs
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Financial Services
Operations
Sales & Revenue
< 4 weeks
Claude
Venture Capital Firm
Not disclosed
1-50
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
14-chain
Chains in the LLM review pipeline
AI Compliance Analyzer for Marketing Materials
HighCamp Compliance replaced line-by-line PDF review against the 400-page SEC Marketing Rule with a 14-chain LLM pipeline that inlines compliance flags into the source document.

A 14-chain LLM pipeline that replicates human compliance review, with a feedback loop.

  • Flags inlined directly into source marketing PDFs
  • Reviewer feedback loop continuously improves detection
Tagged
Document Processing & Extraction
Decision Support & Scoring
Financial Services
Legal & Compliance
Legal & Compliance
Marketing
Not disclosed
Not disclosed
Private Company
Not disclosed
Risk & Compliance
Time Savings
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
30%
Less time on unqualified leads
AI Prequalification Chatbot for R&D Tax Credits
TaxTaker automated prospect prequalification with a chatbot trained on IRS R&D tax code and its own sales process, cutting time on unqualified prospects 30% and lifting close rate ~10%.

A chatbot trained on IRS R&D code and TaxTaker's process, wired to Gusto for live eligibility.

  • 30% less time on unqualified prospects
  • Close rate up ~10% via self-serve eligibility
Tagged
Conversational AI (Chatbot / Agent)
Financial Services
Sales & Revenue
Not disclosed
Not disclosed
Private Company
Not disclosed
Time Savings
Revenue Growth
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
80%+
Less time spent on applications
AI Job-Application Bot for Agency Lead Flow
Martech Studios automated its job-board applications with a GPT-4-powered bot that monitors listings 24/7 and writes tailored applications, cutting application time 80%+ and lifting interviews 65%.

Criteria-filtered monitoring plus GPT-4 personalized applications, built in ~8 weeks.

  • 80%+ time reduction on applications; 65% more interviews
  • 24/7 Playwright automation against Bubble's job board
Tagged
Process Automation (RPA + AI)
Generative Design & Content
Technology & Software
Sales & Revenue
Operations
4–8 weeks
GPT-4
Private Company
Not disclosed
Time Savings
Revenue Growth
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
200+ leads
Captured at a single conference
AI Avatar Booth Experience for Conference Leads
PressW's ImagineMe turns conference attendees into personalized cartoon avatars using vision models and DALL-E 3, printing custom badges on-site and capturing 200+ leads at a single event.

Photo-to-avatar generation with on-site badge printing as the lead magnet.

  • 200+ high-quality leads at a single conference
  • Vision-model trait extraction plus DALL-E 3 generation
Tagged
Computer Vision
Generative Design & Content
Technology & Software
Marketing
Sales & Revenue
Not disclosed
DALL-E 3
Private Company
Not disclosed
Revenue Growth
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
1,000+ hrs
Manual hours saved on trial search
AI Clinical Trial Search Engine for Patient Matching
ClinicalNet replaced brittle keyword search with an NLP engine that matches patients to relevant clinical trials across a million-plus conditions in under five seconds, saving 1,000+ hours of manual work.

Automated medical-condition hierarchy mapping instead of hand-built taxonomies.

  • 1,000+ manual hours saved; 65,000+ active trials indexed
  • Sub-5-second matching across 1M+ conditions
Tagged
Natural Language Processing
Knowledge Management & Search (RAG)
Healthcare & Life Sciences
Product & Engineering
Operations
< 4 weeks
Custom / proprietary
Private Company
Not disclosed
1-50
Time Savings
Customer Experience
Expert
Bryson Greenwood
Head of AI
PressW
August 2026
Explore Case
→
$12.5M+ on one deal
$3.6B PE Firm Creates $12.5M+ of Value on a Single Deal
Three sequential AI products replaced manual sourcing, scattered knowledge, and slow document review.
A $3.6B middle-market private equity firm sourced deals manually, with analysts spending thousands of hours a year and institutional knowledge scattered across DealCloud, SharePoint, and personal folders.
Tagged
Knowledge Management & Search (RAG)
Document Processing & Extraction
Decision Support & Scoring
Financial Services
Executive & Strategy
Operations
4–6 months
Private Equity Firm
Not disclosed
Revenue Growth
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
5x output
$1BN Insurer Reports 5x Engineering Output With an Agentic SDLC
A specialty insurer's 30 person engineering org moved to an agentic SDLC on GitHub Enterprise, compressing feature delivery from 10 weeks to one and reporting roughly 5x throughput.
A specialty insurance company with about $1 billion in revenue ran a 30 person engineering org held back by legacy tooling, inconsistent developer environments, and ad hoc AI use.
Tagged
AI-Accelerated Custom Software
AI Workforce Enablement
Insurance
Product & Engineering
< 4 weeks
TBC
Not disclosed
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
3,000+ hrs/yr
$10B PE Firm Moves ChatGPT From Assessment to Scaled Activation
A $10B PE firm moved ChatGPT from scattered use to a core workflow, with a CIM write up GPT drafting investment committee ready summaries in under two minutes and saving more than 3,000 analyst hours a year.
A $10 billion private equity firm had ChatGPT in hand but used it superficially, and leadership lacked a shared framework after an earlier failed CIM project.
Tagged
AI Workforce Enablement
Document Processing & Extraction
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
Financial Services
Executive & Strategy
Finance & Accounting
Legal & Compliance
4–8 weeks
ChatGPT
Private Equity Firm
Not disclosed
51-250
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
~50% faster review
Mid-Market PE Firm Cuts Initial Deal Review ~50% With Four AI Agents
Four integrated AI agents automated origination, CIM analysis, divestiture scanning, and data-room review.
Chariot Capital, a mid-market private equity firm, faced bottlenecks as teams manually triaged thousands of deal teasers, rebuilt models from CIMs, and reviewed large data rooms.
Tagged
Process Automation (RPA + AI)
Document Processing & Extraction
Decision Support & Scoring
Financial Services
Operations
Executive & Strategy
< 4 weeks
Private Equity Firm
Not disclosed
Time Savings
Headcount Avoidance
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
$3.6M
PE Portfolio Company Gives Teams a Natural-Language Data Analyst
A PE portfolio company gave finance and operations a natural language data analyst across five systems, turning a four day wait for answers into 14 seconds and documenting $3.6M in run rate savings in 90 days.
A private equity portfolio company had to cut SG&A by 8 to 10 percent in 180 days, but data sat in five isolated systems and ad hoc questions took days.
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Data Synthesis & Reporting
Natural Language Processing
No items found.
Finance & Accounting
Operations
Executive & Strategy
< 4 weeks
OpenAI API
Private Equity-Backed
Private Company
Not disclosed
Cost Reduction
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
4 days = ~1 month
Legal Tech Company Ships a Month of Sprint Output in Four Days
A governed, AI-enabled software delivery lifecycle turned inconsistent AI tooling into repeatable engineering throughput.
A legal technology software company had given developers AI coding tools but adoption stayed inconsistent and QA lagged downstream. Eliza designed a governed AI software development lifecycle with human approval gates and audit logging.
Tagged
AI-Accelerated Custom Software
AI Workforce Enablement
Technology & Software
Legal & Compliance
Product & Engineering
4–8 weeks
Not disclosed
Time Savings
Cost Reduction
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
>90% cost cut
Turning Manual Receipt Entry Into a Competitive Advantage
A PE backed company replaced a 10 person manual receipt entry team with a vision and language pipeline, cutting per receipt processing cost by more than 90 percent and moving to same day processing.
A private equity backed company processed thousands of receipts a week through a 10 person offshore data entry team, with multi day turnaround, frequent errors, and costs that rose with volume.
Tagged
Document Processing & Extraction
Process Automation (RPA + AI)
Computer Vision
No items found.
Finance & Accounting
Operations
< 4 weeks
TBC
Private Equity-Backed
Private Company
Not disclosed
Cost Reduction
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
30+ min to <10 sec
Advisory Firm Cuts ASC Research From 30+ Minutes to Under 10 Seconds
A regulated retrieval-augmented generation system indexed the full FASB codification with citation checking.
A leading accounting and advisory firm spent 30-plus minutes per lookup navigating FASB's Accounting Standards Codification, with junior staff repeatedly escalating the same questions to seniors.
Tagged
Knowledge Management & Search (RAG)
Document Processing & Extraction
Professional Services
Finance & Accounting
Legal & Compliance
< 4 weeks
Not disclosed
Time Savings
Risk & Compliance
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
144,000+ users
$50BN CPG Company Builds Internal Automation Agents for Global Operations
A global consumer goods company with 144,000+ employees deployed Eliza's Nexus platform to run internal automation agents across six zones, replacing thousands of manual daily workflows.
A $50 billion consumer goods company with more than 144,000 employees across six global zones ran thousands of manual, repetitive workflows every day that point solutions could not scale.
Tagged
Process Automation (RPA + AI)
Conversational AI (Chatbot / Agent)
Consumer Goods & CPG
Finance & Accounting
Supply Chain & Procurement
Operations
HR & People
4–8 weeks
OpenAI API
Not disclosed
5,001+
Time Savings
Headcount Avoidance
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
~40% faster
Rootstrap Accelerates Agentic Engineering With Codex
Rootstrap, a software development firm, moved its engineers from AI autocomplete to agentic workflows with Codex, cutting time across existing engineering workflows by about 40 percent within three weeks.
Rootstrap, a software development firm, had baseline AI adoption through Cursor and Claude Code but little depth in production agentic workflows, with code review its biggest time sink.
Tagged
AI Workforce Enablement
AI-Accelerated Custom Software
Technology & Software
Product & Engineering
< 4 weeks
Multi-model platform
Not disclosed
Time Savings
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
10,000+ in 8 weeks
Global PE Mega-Fund Activates 10,000+ ChatGPT Users in Eight Weeks
A portfolio-scale rollout engine coordinated ChatGPT Enterprise adoption across nine independent companies.
A global private equity mega-fund needed to roll out ChatGPT Enterprise across nine portfolio companies at once, each with different IT stacks, security requirements, and AI readiness.
Tagged
AI Workforce Enablement
Financial Services
Operations
HR & People
4–8 weeks
ChatGPT
Private Equity Firm
Not disclosed
5,001+
Other
Expert
Brian Benedict
Co-Founder & CCO
Eliza
Explore Case
→
95%
Cut from manual CAD modeling
How Jewelbench Cut Jewelry CAD Modeling Time by 95%
A jewelry CAD piece took a designer days. Ideas2IT built Jewelbench a two-stage generative AI pipeline that turns a photo or prompt into a production-ready 3D model in minutes.

A two-stage pipeline splits fast preview from manufacturing-grade output.

  1. Photo or prompt to a production-ready 3D mesh in minutes, 95% faster
  2. ClipDrop cleans input; Hunyuan3D and NeuS2 build the HD model
Tagged
Generative Design & Content
Computer Vision
AI-Accelerated Custom Software
Manufacturing & Industrial
Technology & Software
Product & Engineering
6–12 months
Multi-model platform
Private Company
Not disclosed
Time Savings
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
21 of 30
Adopted across top providers
How Element5 Put Agentic AI Inside 21 of 30 Top Providers
Element5's subscription RPA hit the ceiling of rules-based automation. Ideas2IT rebuilt it as a vertical agentic AI platform, now live in 21 of the top 30 US post-acute providers.

A subscription RPA product rebuilt as a bounded, auditable agentic platform.

  • Live in 21 of the top 30 US post-acute providers, millions of tasks/month
  • Agents-on-reins + LLM doc comprehension run 5 RCM stages
Tagged
Process Automation (RPA + AI)
Document Processing & Extraction
AI-Accelerated Custom Software
Decision Support & Scoring
Healthcare & Life Sciences
Finance & Accounting
Operations
6–12 months
Claude
Private Company
Not disclosed
Revenue Growth
Risk & Compliance
Headcount Avoidance
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
$500K+/yr
Cut in third-party licensing
How AS Software Replaced 290+ Instances With One Platform
AS Software ran 290+ single-tenant VB6 stacks, one per customer. Ideas2IT consolidated them into one multi-tenant SaaS, cutting ~$500K+ a year in third-party licensing.

Legacyleap read the legacy estate so the rewrite could start from a full map.

  • 290+ VB6 stacks became one multi-tenant SaaS; rewrite cut 60%
  • 3 AI products in 12 months; ~$500K+/yr licensing removed
Tagged
AI-Accelerated Custom Software
Computer Vision
Conversational AI (Chatbot / Agent)
Natural Language Processing
Healthcare & Life Sciences
Product & Engineering
Operations
6–12 months
Claude
Private Equity-Backed
Private Company
Not disclosed
51-250
Cost Reduction
Revenue Growth
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
200+ hrs/qtr
Freed from manual aggregation
How a PE-Backed Manufacturer Freed 200+ Analyst Hours a Quarter
A PE-backed precision optics and photonics manufacturer ran ~15 disconnected SAP instances. Ideas2IT unified them onto one governed platform, freeing 200+ analyst hours a quarter.

Rebuilt a 15-system SAP sprawl into one governed, AI-ready platform.

  • MigratiX agentic migration cut manual effort ~80%
  • 50+ reports consolidated; reporting went quarterly to weekly
Tagged
AI-Accelerated Custom Software
Data Synthesis & Reporting
Process Automation (RPA + AI)
Manufacturing & Industrial
Operations
Supply Chain & Procurement
6–12 months
Private Equity-Backed
Private Company
Not disclosed
5,001+
Cost Reduction
Time Savings
Expert
Murali Vivekanandan
President
Ideas2IT Technologies
July 2026
Explore Case
→
~75%
Cut from expert lookup time
How One Manufacturer Cut Expert Lookup Time by 75%
A manufacturer leaned on a handful of veterans to answer service questions. An AI assistant now surfaces order history and expert playbooks in seconds, cutting lookup time 75%.

Decades of tribal knowledge and legacy data, made searchable behind one assistant.

  • Unified layer spans ~400K orders, 10K customers, 4K products
  • Expert playbooks surfaced in seconds, cutting lookup time ~75%
Tagged
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
AI-Accelerated Custom Software
Natural Language Processing
Manufacturing & Industrial
Technology & Software
Customer Service
Operations
2–4 months
Private Company
Not disclosed
Time Savings
Customer Experience
Expert
Jordan Gurrieri
Co-founder & CEO
BlueLabel
July 2026
Explore Case
→
$11K/mo
Saved on one dispatch task
How One Telecom Saved $11K a Month on One Dispatch Task
A regional telecom's field techs now close work orders, check equipment, and pull account context in one AI chat, cutting dispatch calls and saving $11K a month on a single task.

Prototyped as a custom GPT, then rebuilt on OpenAI's Agents SDK.

  • One dispatch task now runs on $1.78/mo of tokens vs $11K/mo in salary
  • Auto-triage flags new work orders against account, equipment, outage data
Tagged
AI-Accelerated Custom Software
Conversational AI (Chatbot / Agent)
Decision Support & Scoring
Natural Language Processing
Process Automation (RPA + AI)
Telecommunications
Customer Service
Operations
Product & Engineering
2–4 months
OpenAI API
Founder-Owned
Private Company
Not disclosed
251-1,000
Cost Reduction
Time Savings
Customer Experience
Headcount Avoidance
Expert
Jordan Gurrieri
Co-founder & CEO
BlueLabel
July 2026
Explore Case
→
~75%
Cut from manual adjudication time
How One Insurer Cut Claims Adjudication From 45 to 12 Min
An insurer's claims team handed manual PDF and handwritten-doc review to an AI workflow that cut a 45-minute task to about 12 minutes and absorbed rising volume without new hires.

Regulated by design: straight-through for clean claims, human review for the rest.

  • OCR + LLM extraction cut a 45-min task to ~12 minutes
  • Confidence scoring sent edge cases to humans; scaled to new claim types
Tagged
Document Processing & Extraction
Decision Support & Scoring
AI-Accelerated Custom Software
Insurance
Operations
Legal & Compliance
< 4 weeks
Gemini
Not disclosed
Time Savings
Cost Reduction
Headcount Avoidance
Expert
Jordan Gurrieri
Co-founder & CEO
BlueLabel
July 2026
Explore Case
→
4,000+
Answered every month, 24/7
How a Solo OB-GYN Scaled to 4,000 Questions a Month
An OB-GYN answered members one by one over Instagram DMs. An AI trained only on her 1,900+ documents now answers 92% instantly, and members made it the app's #1 feature.

Grounded strictly in the brand's own content, with guardrails that escalate, not guess.

  • 1,900 docs drive a 92% instant-answer rate, zero web content
  • 4,000+ questions a month; sessions rose 5x post-launch
Tagged
Knowledge Management & Search (RAG)
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Customer Service
Product & Engineering
Not disclosed
Founder-Owned
Private Company
Not disclosed
1-50
Customer Experience
Revenue Growth
Time Savings
Expert
Alex Tryon
Founder
Dewey
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5X
Faster time to hire
How a Healthcare Scale-Up Made Hiring 5X Faster
A healthcare scale-up's recruiters were losing candidates to a 30-day process. A voice AI now screens applicants in minutes and books the keepers — cutting time-to-hire 5X.

Voice AI replaced manual phone screening at a healthcare scale-up.

  • Screens applicants within minutes of applying, then auto-books keepers with recruiters
  • Pushes transcripts and sentiment to the ATS — time-to-hire 5X faster
Tagged
Conversational AI (Chatbot / Agent)
Process Automation (RPA + AI)
Healthcare & Life Sciences
HR & People
Not disclosed
Not disclosed
Time Savings
Revenue Growth
Expert
Csongor Barabasi
Founder & CEO
Bonsai Labs
July 2026
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Shift-level
Replaced monthly plant reporting
How a Glass Manufacturer Replaced Spreadsheets With AI
A glass-container plant offloaded its manual spreadsheets onto a governed warehouse, moving defect and downtime tracking from monthly retrospectives to shift-level visibility.

A composite-key engine cleans dirty job data that defeated naive ingestion.

  • PostgreSQL warehouse with row-level security replaced spreadsheets
  • Defect and downtime now tracked at shift level, not monthly
Tagged
Data Synthesis & Reporting
Manufacturing & Industrial
Operations
Not disclosed
Not disclosed
Time Savings
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
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$1.2M
Saved in year one on downtime
How a PE-Backed Manufacturer Cut Downtime 39% With AI
A PE-backed manufacturer's supervisors captured daily failure-probability rankings from existing sensor and CMMS data — cutting unplanned downtime 39% and saving $1.2M in year one.

Built on the plant's own sensor and CMMS data, surfaced in supervisors' existing routine.

  • Daily failure-probability rankings cut downtime 14.2% to 8.7%
  • $1.2M saved in year one; false positives down 40%
Tagged
Predictive Analytics & Forecasting
Decision Support & Scoring
Manufacturing & Industrial
Operations
4–8 weeks
Private Equity-Backed
Private Company
Not disclosed
Cost Reduction
Expert
Yayati Tanwar
Founder
Pluto AI
July 2026
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Every run
Gated for accuracy, PII, access
How a Finance Team Eval-Checked Every AI Run
A regulated finance function layered an eval check over every AI-generated analysis, enforcing accuracy, PII-safety, and authorization before an independent model signs it off.

Trust is enforced per run, not per project: three layers gate each generation.

  • Eval layer checks accuracy, PII-safety, and authorization each run
  • Adversarial reviewer model flags inconsistencies before sign-off
Tagged
Knowledge Management & Search (RAG)
Data Synthesis & Reporting
Financial Services
Finance & Accounting
Legal & Compliance
Not disclosed
Not disclosed
Risk & Compliance
Time Savings
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
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No SQL
Answered in plain language
How a Family Office Unlocked One Financial View With AI
A family office's PMs and analysts pull consolidated answers in plain language, no SQL or Excel, while company-level scoping keeps each entity's data inside its access boundary.

Governance and audit trails were architected from inception, not bolted on.

  • Natural-language layer returns consolidated answers with no SQL
  • Company-level scoping keeps consolidation inside access limits
Tagged
Conversational AI (Chatbot / Agent)
Data Synthesis & Reporting
Financial Services
Finance & Accounting
Executive & Strategy
Not disclosed
Not disclosed
Time Savings
Risk & Compliance
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
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83%
Reduced time to scale program 6x
How Cando Rail Cut Risk-Assessment Time 83% With AI
A rail safety team spent 4–16 hours of expert meetings on every risk assessment. An AI now drafts and documents them live — freeing 20+ hours and cutting scale-up time 83%.

Grounded in Cando's own assessment history rather than generic retrieval.

  • Automated drafts run at under $0.05 each
  • Live voice capture freed 20+ expert hours per assessment
Tagged
Conversational AI (Chatbot / Agent)
Knowledge Management & Search (RAG)
Transportation & Logistics
Operations
Not disclosed
Not disclosed
Time Savings
Risk & Compliance
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
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$2.7M
Saved yearly across three plants
How a PE Fund Saved $2.7M Across Three Factories With AI
A PE fund cloned one predictive-maintenance build across three factories — cutting unplanned downtime 37% and saving $2.7M, with rollout dropping from six weeks to three.

One reusable architecture, re-fit to each site's own data instead of rebuilt.

  • Rollout fell from 6 weeks to 3 by the third plant
  • Downtime dropped 14% to 8.8%, saving $2.7M a year
Tagged
Predictive Analytics & Forecasting
Decision Support & Scoring
Manufacturing & Industrial
Operations
2–4 months
Private Equity-Backed
Private Equity Firm
Not disclosed
Cost Reduction
Time Savings
Expert
Yayati Tanwar
Founder
Pluto AI
July 2026
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Full traceability
Traced to source chart text
How a US RCM Operation Made Every Code Traceable With AI
A revenue-cycle coding team wired every AI code suggestion back to the source chart text, keeping outputs billable and auditable through three-model validation and human gates.

Auditability designed in: no code is final until it links to source.

  • Three-model pipeline with human gates blocks hallucinated codes
  • Every code traces to source chart text with confidence scoring
Tagged
Document Processing & Extraction
Natural Language Processing
Decision Support & Scoring
Healthcare & Life Sciences
Operations
Finance & Accounting
Not disclosed
Not disclosed
Time Savings
Risk & Compliance
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
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Hundreds
Delivered to platform learners
How Superintelligent Surfaced Hundreds of Tool Picks With AI
Superintelligent's learners couldn't find the right tool in a daily-updated catalog. A RAG chatbot now matches questions to its tool database and returns recommendations in seconds.

Retrieval-augmented generation grounded every recommendation in Superintelligent's own tool catalog.

  • Embeds queries and retrieves matches from a Pinecone index
  • Delivered hundreds of personalized tool recommendations
Tagged
Knowledge Management & Search (RAG)
Recommendation Systems
Education & EdTech
Product & Engineering
Not disclosed
Not disclosed
Customer Experience
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
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85%+
Maintained on millions of records
How Sincera Categorizes 1–2M Records at 85%+ With AI
Sincera ingests millions of messy, inconsistent product and audience records every month. A five-agent AI pipeline now maps each to a clean taxonomy at 85%+ accuracy, in real time.

Five sequential agents split the work into classify, enrich, discern, and judge, each with confidence scoring.

  • Categorizes 1–2M records a month at 85%+ accuracy
  • Maps to a 10,000-category taxonomy in real time
Tagged
Natural Language Processing
Knowledge Management & Search (RAG)
Technology & Software
Product & Engineering
Not disclosed
Not disclosed
Time Savings
Customer Experience
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
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Zero writes
Kept off the live production ERP
How an Agri-Food Group Freed Trapped ERP Data With AI
A multi-entity agri-food group piped trapped ERP data into a read-only, zero-write layer, giving owners dashboards for volume, yield, and orders without touching the live ERP.

A zero-write layer keeps the live ERP untouched while consolidating every domain.

  • Read-only feed replaced scattered exports with one governed store
  • Daily dashboards for volume, yield, and orders used by named owners
Tagged
Data Synthesis & Reporting
Agriculture & Food
Operations
Executive & Strategy
Not disclosed
Not disclosed
Time Savings
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
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35 min
Delivers a decision-ready report
How One Research Firm Cut Trend Reports to 35 Min With AI
A market intelligence platform's analysts reacted to client questions. AI research agents now scan the web and judge what matters — decision-ready reports in under 35 minutes for $3.

Research was deliberately separated from judgment to cut bias, mirroring how analysts actually work.

  • Decision-ready trend reports in under 35 minutes
  • About $3 per report, ~80% verdict consistency on re-run
Tagged
Data Synthesis & Reporting
Decision Support & Scoring
Professional Services
Operations
Not disclosed
Private Equity-Backed
Private Company
Not disclosed
Time Savings
Cost Reduction
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
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Zero regressions
Proven before go-live cutover
How an Enterprise Proved a Regression-Free SAP Migration
An enterprise facing SAP ECC end-of-support replayed real production data through the reference design and the migrated system, surfacing regressions before cutover, not after.

Equivalence is proven with evidence, not assumed: production data drives it.

  • Real production data replayed through legacy and migrated systems
  • Regressions surface before cutover, hitting the ECC support deadline
Tagged
No items found.
No items found.
Operations
Not disclosed
Not disclosed
Risk & Compliance
Expert
Unmukt Raizada
Founder & CEO
TrustEvals
July 2026
Explore Case
→
10x
Faster to configure Arc instances
How Beghou Slashed Configuration Time 10x With AI
Beghou's engineers hand-edited 100+ metadata tables to make simple changes. An AI copilot now turns plain-language requests into validated SQL — configuring instances 10x faster.

A read-only agent with human review kept engineers in control of every change.

  • Live metadata context drove up-to-10x faster configuration
  • Temperature tuning (1.0→0.4) cut errors ~50%
Tagged
AI-Accelerated Custom Software
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Product & Engineering
Not disclosed
Not disclosed
Time Savings
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
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$500
Ran 150 interviews in two weeks
How Superintelligent Interviewed 150 Staff for $500 With AI
Superintelligent's agent-readiness audits once needed costly consultants. An AI voice agent now runs adaptive interviews across a workforce — 150 employees in two weeks for $500.

A multi-agent design separated interviewing, drift detection, and evaluation to keep quality high at scale.

  • Interviewed 150 employees in two weeks for $500
  • Ran thousands of interviews in its first month live
Tagged
Conversational AI (Chatbot / Agent)
Natural Language Processing
Technology & Software
Product & Engineering
2–4 months
Not disclosed
Cost Reduction
Time Savings
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
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26% to <1%
Drop in hallucinated endpoint paths
How Zapier Cut Spec Hallucinations to Under 1% With AI
Zapier's team couldn't measure how often its spec-gen LLM hallucinated. A seven-metric evaluation framework made it visible — dropping hallucinated paths from 26% to under 1%.

Making the pipeline measurable came first; only then did targeted experiments improve it.

  • Seven-metric evals cut endpoint hallucinations 26% to <1%
  • Prompt caching cut cost ~25% (about $6) per run
Tagged
Document Processing & Extraction
Natural Language Processing
Technology & Software
Product & Engineering
Not disclosed
Not disclosed
Risk & Compliance
Cost Reduction
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
Explore Case
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10x
Faster to build API connectors
How Airbyte Compressed Connector Builds 10x With AI
Airbyte users once hand-parsed inconsistent API docs on every connector. An AI builder now crawls the docs and pre-fills the config — turning an hour-plus job into minutes.

A five-step workflow turns raw API docs into reviewable connector drafts, keeping a human in the loop.

  • Crawls docs and pre-fills config — builds 10x faster
  • Connector volume rose after the AI Assist launch
Tagged
AI-Accelerated Custom Software
Document Processing & Extraction
Technology & Software
Product & Engineering
Not disclosed
Not disclosed
Time Savings
Expert
Chris Taylor
CEO & Co-Founder
Fractional AI
July 2026
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Higher LTV:CAC
And lower cost per account
Engine unifies its data to act on LTV:CAC across every channel
The travel-technology company consolidated fragmented systems and pushed insights back into ad platforms via Reverse ETL.

Sales and marketing systems unified to steer spend by LTV:CAC.

  • Gong, Salesforce & HubSpot in one Connect environment
  • Reverse ETL feeds LTV:CAC insights to ad platforms; lower cost/account
Tagged
Data Synthesis & Reporting
Natural Language Processing
Process Automation (RPA + AI)
Hospitality & Travel
Technology & Software
Marketing
Sales & Revenue
Not disclosed
Not disclosed
Revenue Growth
Cost Reduction
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
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+30%
Sales growth after unifying data
A DTC wellness brand turns fragmented marketing data into 30% sales growth
The wellness brand unified its full marketing stack into a reporting engine and CDP with AskCorral AI querying.

One reporting engine plus a CDP that activates audiences into ad platforms.

  • Reverse ETL pushes custom segments to Meta & Google; sales +30%
  • AskCorral AI querying alongside ROAS/conversion +39%, AOV +14%
Tagged
Data Synthesis & Reporting
Natural Language Processing
Process Automation (RPA + AI)
Consumer Goods & CPG
Retail & E-Commerce
Marketing
Not disclosed
Not disclosed
Revenue Growth
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
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100s of sources
Unified for non-technical staff
American Museum of Natural History empowers staff to explore data across hundreds of sources
The 150-year-old institution unified hundreds of data sources so non-technical staff could self-serve insights.

Hundreds of disparate sources unified for non-technical staff.

  • Tessitura, Delighted & the Explorer app in one analytics layer
  • Staff self-serve NPS, donations and visitation drivers on demand
Tagged
Data Synthesis & Reporting
Non-Profit & Social Impact
Marketing
Operations
Not disclosed
Nonprofit/Institution
Not disclosed
Customer Experience
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
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Lower CAC
And higher marketing ROI
Lacoste gains a unified view of its global online operations
The French apparel brand consolidated fragmented online channels into one AI-powered analytics platform.

Fragmented e-commerce channels consolidated into one attribution view.

  • GA/GA4 blending + attribution ties LTV:CAC to first product and campaign
  • Unified reporting cut acquisition cost and lifted marketing ROI
Tagged
Data Synthesis & Reporting
Decision Support & Scoring
Retail & E-Commerce
Marketing
Not disclosed
Not disclosed
Revenue Growth
Cost Reduction
Time Savings
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
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→
Self-serve
Analytics for every team
sweetgreen unifies scattered data to power team-wide decisions
The publicly traded fast-casual chain gave every team self-serve access to insights across sales, app, and media data.

Self-serve analytics for every team — no data-engineering hires.

  • Mixpanel, AppsFlyer & GA unified into one governed reporting layer
  • Reverse ETL flags churn-risk patrons and automates growth actions
Tagged
Data Synthesis & Reporting
Predictive Analytics & Forecasting
Process Automation (RPA + AI)
Hospitality & Travel
Marketing
Executive & Strategy
Not disclosed
Public Company
Not disclosed
Revenue Growth
Customer Experience
Time Savings
Expert
Corey Beale
Chief Revenue Officer
CorralData
July 2026
Explore Case
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Phase 1
GTM foundation + AI support chatbot
Hercules Touch Anesthesia Built Its Phase 1 GTM Foundation and an AI Support Chatbot
Hercules Touch Anesthesia partnered with DevDash Labs to rebuild its brand, sharpen its go-to-market story, and deploy an AI chatbot that qualifies leads and answers buyer questions.

A Phase 1 'Foundation' build paired brand and go-to-market groundwork with a lightweight AI layer.

  • Visual identity, messaging, ICP and pricing validation delivered
  • AI website chatbot qualifies leads, wired into a HubSpot CRM setup
Tagged
Conversational AI (Chatbot / Agent)
Healthcare & Life Sciences
Marketing
Sales & Revenue
Not disclosed
Private Company
Not disclosed
Customer Experience
Revenue Growth
Expert
Nitesh Pant
Co-founder
DevDash Labs
July 2026
Explore Case
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98%
Screen-reading accuracy validated
Summit Trails Validated 98% Screen-Reading Accuracy Before Writing Code
Before investing in a full build, Summit Trails used a focused four-week feasibility study to prove that local vision models could read on-screen work at 98% accuracy without sending a single image to the cloud.

A four-week 'Step Zero' study proved feasibility before any build was funded.

  • Local vision models validated 98% accuracy, zero images sent to cloud
  • 3 independent CIOs approved a 20-week roadmap across 8 systems
Tagged
Computer Vision
AI-Accelerated Custom Software
Professional Services
Operations
4–8 weeks
Private Company
Not disclosed
Risk & Compliance
Cost Reduction
Expert
Nitesh Pant
Co-founder
DevDash Labs
July 2026
Explore Case
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