June 24, 2026
How One Manufacturer Halved RFQ Turnaround
A 70-year-old manufacturer's engineers re-keyed RFQs across legacy systems. A Claude Code workbench now matches 40,000 SKUs and drafts the bill of materials — halving turnaround.
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Converting legacy output to JSON made decades of proprietary data machine-readable.
• RFQ triggers catalog comparison, BOM, pricing, and drawing production
• Engineers became the project's loudest advocates
3.5 weeks
Built and deployed in 3.5 weeks
6–12 months
Document Processing & Extraction
,
Generative Design & Content
,
Process Automation (RPA + AI)
,
Manufacturing & Industrial
,
Operations
,
Sales & Revenue
,
Time Savings
,
Cost Reduction
,
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Justin Massa
Explore Case
June 24, 2026
How One Startup Shipped a Production App in 7 Days
A startup needed to unify three disconnected products with no designer. A Claude PRD and Replit Agent now generate the full-stack prototype in two hours — shipping in seven days.
PRD-first: input quality determined output quality, replacing design and scoping rounds.
• Full-stack prototype from 3 prompts in 2 hours; handed to engineer next day
• No designer hired; in production by week's end
2 hrs
Built full-stack from 3 prompts
6–12 months
AI-Accelerated Custom Software
,
Generative Design & Content
,
Technology & Software
,
Product & Engineering
,
Time Savings
,
Cost Reduction
,
Caralanay Cameron
Explore Case
June 24, 2026
How One Ad Agency Cut Media Plans Days to Minutes
An ad agency's strategy team bottled Binet & Field into a GPT-4o tool that splits brand vs. performance budgets — plus a voice CFO that lets marketers rehearse the pitch live.
Two-stage design: calculate the split, then practice defending it.
• GPT-4o synthesizes inputs against Binet & Field to generate allocation with rationale
• Voice CFO via Realtime API lets marketers simulate the pitch
Minutes not Days
For CFO-ready media budgets
< 4 weeks
Decision Support & Scoring
,
Conversational AI (Chatbot / Agent)
,
Professional Services
,
Media & Entertainment
,
Marketing
,
Finance & Accounting
,
Time Savings
,
Customer Experience
,
Allister Hercus
Explore Case
June 24, 2026
How One SaaS Workforce Unlocked AI Access for 300+
A UserTesting program lead piped Custom GPTs into Confluence and Highspot — standardizing AI access for 300+ employees and replacing scattered use with governed enterprise tooling.
AI embedded into existing tools, not added as a separate initiative.
• Custom GPTs by function replaced generic access with role-specific capability
• Confluence and Highspot placed AI at the point of knowledge-seeking
300+
Enabled across 300+ employees
4–8 weeks
AI Workforce Enablement
,
Knowledge Management & Search (RAG)
,
Technology & Software
,
HR & People
,
Product & Engineering
,
Time Savings
,
Headcount Avoidance
,
Michael Domanic
Explore Case
June 24, 2026
How One Spanish Bank Surfaced 250+ AI Use Cases
A Spanish bank's strategy team bottled stakeholder input into a weighted prioritization matrix — surfacing 250+ AI use cases and launching four MVPs on a vendor-agnostic stack.
Five-pillar strategy — Strategy, Governance, Data, People, Ethics — designed before use cases.
• 250+ use cases ranked via weighted matrix on cost-efficiency
• Vendor-agnostic microservices architecture prevents lock-in
250+
Ranked against strategic goals
4–6 months
AI Workforce Enablement
,
Decision Support & Scoring
,
Financial Services
,
Executive & Strategy
,
Finance & Accounting
,
Revenue Growth
,
Cost Reduction
,
Time Savings
,
Juan Alfageme Puga
Explore Case
June 24, 2026
How One Enterprise Lifted AI Proficiency 8% to 50%
An enterprise L&D team bottled change management into Prof AI, a coaching tool that certifies staff on prompting — pushing proficiency 8% to 50% and lifting team output 10–25%.
Built around behavior change — addressing cultural blockers that stall adoption when tools exist.
• Prof AI certifies employees on prompting, use cases, safety
• Workflow redesigns rebuild 3–5 workflows per team
8% → 50%+
Reached in 12 months, firm-wide
4–6 months
AI Workforce Enablement
,
Professional Services
,
HR & People
,
Executive & Strategy
,
Revenue Growth
,
Time Savings
,
Headcount Avoidance
,
Greg Shove
Explore Case
June 24, 2026
How One CPA Firm Onboarded 30 Pros in 30 Days
A CPA firm's fractional CFO bottled her ChatGPT playbook into a 30-day rollout — shipping Custom GPTs for policy drafting and weekly reporting under client-data-safe controls.
Change management first — experimentation before any Custom GPT deployment.
• Complexity-vs-impact matrix selected two builds: policy drafting and performance reports
• ROI calculated against billable hours saved
~30 days
Full team AI activation
< 4 weeks
AI Workforce Enablement
,
Generative Design & Content
,
Professional Services
,
HR & People
,
Operations
,
Finance & Accounting
,
Time Savings
,
Headcount Avoidance
,
Anna Tiomina
Explore Case
June 24, 2026
How a Utility Foundation Cut Grant Admin to 0.3 FTE
A utility community foundation piped applications into Chipp and Zapier — auto-scoring grants, drafting award emails, and shrinking admin from 1 FTE to 0.3.
No-code build in 8 weeks — no custom development or dedicated IT resources needed.
• Applicants self-serve via AI chat; applications auto-rank in Google Sheets
• Staff shifted from processing to selecting recipients
1 FTE → 0.3 FTE
Reduced foundation admin workload
< 4 weeks
Conversational AI (Chatbot / Agent)
,
Process Automation (RPA + AI)
,
Decision Support & Scoring
,
Energy & Utilities
,
Non-Profit & Social Impact
,
Operations
,
Customer Service
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Scott Meyer
Explore Case
June 24, 2026
How One Automaker Cut Venture Discovery to 2 Hours
An automaker's innovation team unleashed 62 AI agents on briefs, research, and smoke-test landing pages — validating 8 ventures in 2 hours each, not 11 months.
62 agents in parallel from brief through demand testing, replacing sequential consulting.
• ~500 sources, ~1,000 prompts, ~100 insight pages synthesized in ~1 hour
• Smoke-test pages with paid ads launch in hour 2
11 mo → 2 hrs
Slashed from 11 months to 2 hours
4–8 weeks
Generative Design & Content
,
Data Synthesis & Reporting
,
Process Automation (RPA + AI)
,
Automotive
,
Executive & Strategy
,
Product & Engineering
,
Time Savings
,
Revenue Growth
,
Cost Reduction
,
Jan Beranek
Explore Case
June 24, 2026
How a Children's Care Network Flagged Top Staff at 99%
A children's care network's staff had disengaged post-COVID. Computer vision on 300 existing cameras now spots top caregiver moments at 99% — restoring pre-COVID culture.
Designed to detect positive behavior — reframing existing cameras as a culture tool, not surveillance.
• AI generates evidence packets; managers approve incentive pay
• Human approval required before any payroll action
99%
Achieved in caregiver recognition
2–4 months
Computer Vision
,
Decision Support & Scoring
,
Healthcare & Life Sciences
,
HR & People
,
Operations
,
Risk & Compliance
,
Customer Experience
,
Cost Reduction
,
Ryan Kurt
Explore Case
June 24, 2026
How One Private Credit Firm Pushed Deal Volume Up 50%
A private credit deal team handed CIM parsing, memo drafts, and LP reports to an AI app on Dynamics — cutting document time 70% and lifting deal volume 50% with no new headcount.
Co-designed with the deal team first — workflow mapped before any engineering began.
• AI parses CIMs and populates deal records; memos generate from a single prompt
• LP reporting runs on schedule; deal volume up 50%
70%
Faster document and memo production
2–4 months
Document Processing & Extraction
,
Generative Design & Content
,
Process Automation (RPA + AI)
,
Financial Services
,
Finance & Accounting
,
Operations
,
Revenue Growth
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Osman Ghandour
Explore Case
June 24, 2026
How a Rental Chain Won Back 35% of the Owner's Day
An equipment rental owner handed off every inbound call to a voice AI — extending coverage from 10/7 to 24/7 and reclaiming 35% of the workday for the business.
Built using conversational AI and process automation in under 8 weeks.
• Every call answered on first ring; owner receives structured summaries
• Owner retains full oversight while reclaiming 35% of their day
35%
Recovered from inbound call volume
< 4 weeks
Conversational AI (Chatbot / Agent)
,
Process Automation (RPA + AI)
,
Construction & Engineering
,
Professional Services
,
Customer Service
,
Operations
,
Revenue Growth
,
Time Savings
,
Headcount Avoidance
,
Len Landale
Explore Case
June 24, 2026
How a Media Firm Cut 8 Months of Data Work to 8 Weeks
A healthcare media firm's data was scattered and duplicative. Claude Code wrote 99% of a new Snowflake stack — shipping 140 data models in eight weeks instead of eight months.
Dimensional modeling and medallion architecture replaced a fragmented, duplicated foundation.
• Claude Code wrote 99% of code via CI/CD, stacking context
• Reverse ETL feeds CRM; Snowflake Cortex adds NL query
8 weeks
Deployed in 8 weeks, not 8 months
< 4 weeks
AI-Accelerated Custom Software
,
Data Synthesis & Reporting
,
Healthcare & Life Sciences
,
Media & Entertainment
,
Operations
,
Finance & Accounting
,
Marketing
,
Time Savings
,
Cost Reduction
,
Customer Experience
,
Jonathan Hansing
Explore Case
June 24, 2026
How a CPG Innovator Compressed NPD From Months to Days
A CPG innovation team wired concept, formulation, and packaging into an AI-native NPD engine — collapsing product cycles from eight months to days and quotes to same-day.
Every NPD stage restructured around AI-augmented parallel workflows, not sequential gates.
• Supplier quoting cut from 6 weeks to same-day
• Concept, formulation, and packaging now run in parallel
6–8 mo → days
Concept to validated prototype
2–4 months
Generative Design & Content
,
Process Automation (RPA + AI)
,
Consumer Goods & CPG
,
Product & Engineering
,
Operations
,
Executive & Strategy
,
Time Savings
,
Cost Reduction
,
Revenue Growth
,
Amir Ouki
Explore Case
June 24, 2026
How a Legal Tech Firm Won Back 7-Figure ARR
A legal tech team encoded its private document corpus into a RAG research assistant on Azure — shipping beta in 90 days and pulling 7-figure net new ARR by month six.
Domain immersion with lawyers set accuracy requirements before architecture decisions.
• Evaluation datasets with legal staff; first-answer correctness benchmarked weekly
• Beta at month 3; GA at month 6 unlocked funding
7-figure ARR
Net new ARR at general availability
4–6 months
Knowledge Management & Search (RAG)
,
AI-Accelerated Custom Software
,
Legal & Compliance
,
Technology & Software
,
Product & Engineering
,
Legal & Compliance
,
Revenue Growth
,
Time Savings
,
Csongor Barabasi
Explore Case
June 24, 2026
How a Bicycle Maker Lifted Marketing ROI
A global bicycle maker layered ML segmentation, time-series forecasting, and an OpenAI service tool across sales and inventory — lifting marketing ROI and cutting overproduction risk.
30+ use cases narrowed to 7 via buy-vs-build feasibility scoring with ROI estimates.
• Databricks ML segmented high-value customers for targeted campaigns
• Time-series forecasting cut overproduction and stockout risk
AI-Driven Segmentation Improved Marketing ROI
Via targeted campaign execution
4–6 months
Predictive Analytics & Forecasting
,
Recommendation Systems
,
Conversational AI (Chatbot / Agent)
,
Consumer Goods & CPG
,
Manufacturing & Industrial
,
Operations
,
Executive & Strategy
,
Supply Chain & Procurement
,
Revenue Growth
,
Cost Reduction
,
Time Savings
,
Mio Suzuki
Explore Case
June 24, 2026
How a Doc Producer Cut Season 2 Prep From Weeks to Hours
An Australian sports doc producer fed Season 1 transcripts into Claude with a structured prompt — generating a full Season 2 treatment in hours and winning a positive network response.
Season 1 transcripts fed into Claude extracted narrative patterns and story logic — replacing weeks of manual development.
• Season 2 treatment delivered same day; network responded positively
• Validated a repeatable framework for any nonfiction producer
Weeks → Hours
For a TV season pitch
6–12 months
Generative Design & Content
,
Natural Language Processing
,
Media & Entertainment
,
Operations
,
Executive & Strategy
,
Time Savings
,
Revenue Growth
,
Fred Grinstein
Explore Case
June 24, 2026
How Zola Validated a Wedding Product for $40K
A Zola product lead and one engineer bottled a psychographic wedding-task splitter into a custom GPT — shipping in one month for $40K instead of six months and $125K.
Jenny used psychographic prompts to build partner profiles, mapping all wedding tasks to individual strengths.
• Custom GPT launched publicly as a low-risk demand prototype
• CSV assigns tasks with links to Zola articles
~67%
Reduced vs. traditional dev cost
$25K – $100K
6–12 months
Conversational AI (Chatbot / Agent)
,
Decision Support & Scoring
,
Consumer Goods & CPG
,
Technology & Software
,
Product & Engineering
,
Marketing
,
Revenue Growth
,
Customer Experience
,
Time Savings
,
Jenny Nicholson
Explore Case
June 24, 2026
How a Law Firm Unblocked a Stalled Tech Rollout
A law firm's CEO ran a three-phase capability assessment and placed a Head of Product Development — unblocking a stalled AI initiative and building the missing tech-to-services bridge.
Robert ran a 3-phase assessment — vision, capability audit, roadmap — then searched for the missing function.
• Product management identified as the absent capability
• Head of Product hired from tech to lead AI cycles
Stalled → Active
AI adoption after org redesign
2–4 months
AI Workforce Enablement
,
Legal & Compliance
,
HR & People
,
Executive & Strategy
,
Time Savings
,
Other
,
Robert Hatta
Explore Case
June 24, 2026
How a Custom Manufacturer Pulled $40K in Month One
A contract injection molder replaced email quoting with a 7-click instant-quote platform running on a custom 3D modeling engine — generating $40K in revenue its first month live.
Tau9 Labs built around a C++ 3D modeling engine calculating price from geometry and volume in real time.
• 7-click checkout: part upload to instant quote
• AI coding tools used throughout to compress 4-month build
$40K
Earned before full customer rollout
4–8 weeks
AI-Accelerated Custom Software
,
Decision Support & Scoring
,
Manufacturing & Industrial
,
Sales & Revenue
,
Operations
,
Revenue Growth
,
Time Savings
,
Alex Gruebele
Explore Case
June 24, 2026
How a DOOH Ad Platform Replaced Unsellable Inventory
An ad platform team layered a custom image-expansion model and a 96%-accurate moderation algorithm into uploads in two weeks — turning every image into a billboard-ready, revenue-generating ad.
Tenex built separate models for image expansion and content moderation, deploying both in two weeks.
• AI expansion: any image fits any billboard format
• Moderation at 96% accuracy before human review
Significant Revenue Lift
From unsellable inventory
6–12 months
Computer Vision
,
Generative Design & Content
,
Process Automation (RPA + AI)
,
Media & Entertainment
,
Operations
,
Marketing
,
Revenue Growth
,
Cost Reduction
,
Time Savings
,
Headcount Avoidance
,
Arman Hezarkhani
Explore Case
June 24, 2026
How One Startup Shipped a Full Pivot in Under 3 Months
A skeptical startup leadership team layered grounding workshops and 1:1 coaching into their roadmap — converting every skeptic and shipping a working prototype in 10–12 weeks.
Justin ran a grounding workshop on AI lab directions, then delivered 1-on-1 coaching with individual playbooks.
• Techniques / jigs / tools framework for opportunities
• Competitive AI capability tied to differentiation
Full Team Buy-In
Achieved across leadership team
4–8 weeks
AI Workforce Enablement
,
Technology & Software
,
Executive & Strategy
,
Revenue Growth
,
Time Savings
,
Justin Massa
Explore Case
June 24, 2026
How an Enterprise Cut Manual Effort 40% in Six Months
An enterprise AI lead mapped the shadow AI used by 70% of staff and restructured workflows around the tools employees already trusted — cutting manual effort 40% in six months.
Alex ran employee discovery sessions to map actual shadow AI usage before recommending any tools.
• Build-vs-buy reassessment grounded in real adoption data
• IT and HR realigned as co-owners with an AI policy framework
40%
Reduction in manual effort
2–4 months
AI Workforce Enablement
,
Process Automation (RPA + AI)
,
Professional Services
,
Executive & Strategy
,
HR & People
,
Cost Reduction
,
Time Savings
,
Risk & Compliance
,
Alex Goryachev
Explore Case
June 24, 2026
How a Healthcare Network Reversed Caregiver Decline
A healthcare network's CEO wired existing campus cameras to a 99%-accurate computer vision model — flagging exceptional care in real time and paying caregivers for it.
The AI Lab used existing campus cameras to build a computer vision system rewarding positive caregiver behavior.
• Incentive pay tied to AI-identified positive interactions
• Human reviewers approve all pay decisions
99%
Caregiver behavior recognition
12+ months
Computer Vision
,
Decision Support & Scoring
,
Healthcare & Life Sciences
,
HR & People
,
Operations
,
Customer Experience
,
Risk & Compliance
,
Cost Reduction
,
Ryan Kurt
Explore Case
June 24, 2026
How a Health Media Co Built 140 Data Models in 6 Weeks
A healthcare media CEO handed off her Snowflake and dbt buildout to Claude Code — 99% AI-written, 140 production data models shipped in six weeks instead of nine months.
Wallabi built a CI/CD process around Claude Code, stacking repository context across sessions to compound output.
• 140 data models on medallion architecture in 6 weeks
• Reverse ETL pushing clean data to CRM
99%
Of code written by Claude Code
$25K – $100K
< 4 weeks
AI-Accelerated Custom Software
,
Data Synthesis & Reporting
,
Healthcare & Life Sciences
,
Media & Entertainment
,
Operations
,
Product & Engineering
,
Time Savings
,
Risk & Compliance
,
Revenue Growth
,
Jonathan Hansing
Explore Case
July 16, 2026
How One VC Fund Won Back 1–2 Hours a Day
A VC fund's associates piped 20–30 weekly deal evaluations — transcripts, emails, memos — into a single AI dashboard, reclaiming 1–2 hours a day for founder meetings and sourcing.
Lazer Technologies ingested deal data from all sources into a single filterable dashboard using React and Node.js.
• OpenAI LLM summarized transcripts with VC-specific framing
• Filterable by stage, vertical, and revenue
1–2 hrs/day
Returned per associate per day
< 4 weeks
Knowledge Management & Search (RAG)
,
Data Synthesis & Reporting
,
Financial Services
,
Finance & Accounting
,
Executive & Strategy
,
Time Savings
,
Headcount Avoidance
,
Aanikh Kler
Explore Case
June 24, 2026
How a Monitoring Firm Compressed 4 Days to 30 Min
A parliamentary monitoring team piped live committee audio through Claude for transcription and summary — collapsing legislative intelligence from a 4-day turnaround to 30 minutes.
Mathison AI built an FFMPEG + AWS pipeline ingesting live meeting audio into Claude for transcription.
• Human editor fact-checks and approves before distribution
• Bespoke interface connects AI output to publish
4 days → 30 min
Cut per legislative meeting
< 4 weeks
Natural Language Processing
,
Process Automation (RPA + AI)
,
Data Synthesis & Reporting
,
Media & Entertainment
,
Government & Public Sector
,
Operations
,
Legal & Compliance
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Mark Riley
Explore Case
June 24, 2026
How B2B Sales Reps Won Back 4–8 Hours a Week
A B2B sales team packed ChatGPT, Claude, and Fireflies into a 10-minute pre-call intel package — reclaiming 4–8 selling hours a week and running the practice at 3–4x output.
Ben Gold builds task-specific prompt libraries around off-the-shelf tools, structured into a repeatable pre-meeting package.
• 10-min pre-call: research, CRM, talk tracks
• ChatGPT, Claude, Fireflies in rep workflows
4–8 hrs/week
Reclaimed from admin and CRM tasks
6–12 months
AI Workforce Enablement
,
Process Automation (RPA + AI)
,
Professional Services
,
Sales & Revenue
,
Time Savings
,
Revenue Growth
,
Ben Gold
Explore Case
June 24, 2026
How One Solar Giant Surfaced $80M in R&D Waste
A solar giant's CEO piped seven enterprise systems into a contextual knowledge graph — surfacing that technical debt was eating R&D capacity and unlocking $80M in cost savings.
Parable connected 7–10 enterprise systems into a private cloud graph, capturing work context rather than just outcomes.
• Graph maps who, why, and which systems per task
• R&D time: technical debt vs. roadmap quantified
$80M
Identified via workflow mapping
4–6 months
Data Synthesis & Reporting
,
Decision Support & Scoring
,
Energy & Utilities
,
Executive & Strategy
,
Product & Engineering
,
Cost Reduction
,
Time Savings
,
Risk & Compliance
,
Adam Schwartz
Explore Case
June 24, 2026
How Walmart Cut 18 Weeks From Fashion Design-to-Shelf
A Walmart fashion team rebuilt design around a multi-agent AI piping trend, pricing, and consumer feedback in — cutting 18 weeks from design-to-shelf for a top label.
Human Machines decomposed the design process into outcomes, then rebuilt it around a custom multi-agent system.
• Market feedback loops and pricing signals integrated earlier
• Designers embedded in testing throughout
18 weeks
Cut from fashion design to shelf
< 4 weeks
Generative Design & Content
,
AI-Accelerated Custom Software
,
Retail & E-Commerce
,
Consumer Goods & CPG
,
Operations
,
Product & Engineering
,
Marketing
,
Time Savings
,
Revenue Growth
,
Cost Reduction
,
Explore Case
June 24, 2026
How A 50-Clinic Network Replaced Weeks of Reports
A statewide clinic ops team wired 15 groups into a nightly Power BI tower — turning weeks of manual reporting into patient-level alerts catching millions in revenue leakage.
Omnificity interviewed every exec and operator to define decision-relevant KPIs before any build began.
• Nightly control tower normalized across 15 clinic groups
• Daily patient lists embedded into front desk workflows
Weeks → nightly
50-clinic performance view
4–8 weeks
Data Synthesis & Reporting
,
Decision Support & Scoring
,
Healthcare & Life Sciences
,
Operations
,
Executive & Strategy
,
Time Savings
,
Cost Reduction
,
Revenue Growth
,
Customer Experience
,
Explore Case
June 24, 2026
How One Executive Coach Saved 30 Min Per Client a Week
A CEO coach's assistant piped Granola, Zapier, and Relay.app into one pipeline — scoring sessions on ICF rubrics and drafting follow-ups that save 30+ min per client a week.
Mollie tested prompts against real transcripts before automating, then built 3 tools from off-the-shelf platforms.
• Granola + Zapier: automated session summaries
• Rachel Bot trained on methodology for between sessions
30+ min/week
Saved per client on admin tasks
< 4 weeks
Process Automation (RPA + AI)
,
Conversational AI (Chatbot / Agent)
,
Professional Services
,
HR & People
,
Operations
,
Time Savings
,
Customer Experience
,
Explore Case
June 24, 2026
How One PE Firm Dodged a 15–20% Overpayment
A PE deal team ran technical AI diligence on a healthcare target — surfacing key-person risk and vendor lock-in, and restructuring with earnouts that cut 15–20% off the price.
AI4ALL ran AI-specific diligence alongside M&A, evaluating architecture, model dependencies, and team composition.
• Key-person risk: single engineer on critical model
• Deal restructured with performance-based earnouts
15–20%
Overpayment avoided via diligence
4–8 weeks
Decision Support & Scoring
,
Financial Services
,
Healthcare & Life Sciences
,
Finance & Accounting
,
Executive & Strategy
,
Risk & Compliance
,
Cost Reduction
,
Melania Calinescu
Explore Case
June 24, 2026
How A Preschool Operator Lifted Labor Productivity 50%
A PE-backed preschool ops team trained an ML model on attendance to staff 100+ sites hour by hour — lifting labor productivity 50% and expanding EBITDA margins 33%.
SaxeCap unified M&A-era systems, then applied classical ML to predict hourly classroom attendance by age level.
• Operations research model: EBITDA-optimized staffing
• Principal feedback loop for model retraining
50%+
Lifted across 100+ preschool sites
4–6 months
Predictive Analytics & Forecasting
,
Decision Support & Scoring
,
Education & EdTech
,
Financial Services
,
Operations
,
Finance & Accounting
,
Cost Reduction
,
Time Savings
,
Headcount Avoidance
,
Amrit Saxena
Explore Case
June 24, 2026
How One Marketing Team Cut Campaigns 3 Months to 45 Min
An enterprise marketing team layered an Azure AI agent and Power Automate into Microsoft — collapsing campaigns from 3 months to 45 minutes and renewing 15 of 15 clients.
Ashley embedded the AI agent inside the Microsoft stack as a Teams colleague to cut adoption friction.
• Power Automate: brief triggers win/loss search
• Azure AI agent: V1 copy generated, JIRA tickets routed
3 mo → 45 min
Compressed from 3 months to 45 min
4–8 weeks
Generative Design & Content
,
Process Automation (RPA + AI)
,
Conversational AI (Chatbot / Agent)
,
Technology & Software
,
Marketing
,
Operations
,
Sales & Revenue
,
Time Savings
,
Cost Reduction
,
Revenue Growth
,
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Ashley Gross
Explore Case
June 24, 2026
How A 50-Clinic Network Cut Reporting Weeks to Nightly
A statewide clinic ops team piped 15 groups and 50+ practices into one nightly dashboard — turning weeks of manual reports into live alerts that catch millions in revenue leakage.
Omnificity ran KPI workshops before touching any data, ensuring metrics matched actual executive decisions.
• Nightly ETL aggregating 50+ clinic systems
• Point-of-care nudge tools embedded in front desk workflows
Weeks of Manual Reporting Eliminated
Replaced with nightly auto-refresh
4–6 months
Data Synthesis & Reporting
,
Decision Support & Scoring
,
Healthcare & Life Sciences
,
Operations
,
Finance & Accounting
,
Executive & Strategy
,
Cost Reduction
,
Risk & Compliance
,
Revenue Growth
,
Explore Case
June 24, 2026
How One Creative Agency Freed 35% of Its Week
A growth-stage LA agency wired AI workers, GPT-4, and Claude into project ops — freeing 35% of staff time and launching a trend-prediction product as a new revenue line.
Era Seven ran an AI Accelerator survey, then executed a three-track roadmap across ops, enablement, and policy.
• monday.com digital workers: scope, budget, timelines
• AI policy and prompt workshops run simultaneously
35%
Operational efficiency gain
2–4 months
AI Workforce Enablement
,
Process Automation (RPA + AI)
,
Predictive Analytics & Forecasting
,
Professional Services
,
Operations
,
Marketing
,
Executive & Strategy
,
Revenue Growth
,
Time Savings
,
Headcount Avoidance
,
Kate Cook
Explore Case
June 24, 2026
How One PE Operator Aced a Termination Talk in 30 Min
A new portco CEO cloned the person across three ChatGPT windows — profile, role-play, and a Kim Scott critic — and HR called the result the most effective talk they had witnessed.
Utley built a 3-window ChatGPT workflow using prompt engineering alone to rehearse against a psychological counterpart.
• Window 1: AI builds profile via interview
• Window 3: Kim Scott persona delivers feedback
Best Ever
Conversation HR had ever witnessed
6–12 months
Conversational AI (Chatbot / Agent)
,
AI Workforce Enablement
,
Financial Services
,
HR & People Operations
,
HR & People
,
Executive & Strategy
,
Customer Experience
,
Risk & Compliance
,
Jeremy Utley
Explore Case
June 24, 2026
How One Recovery Firm Cut Field Data Lag to Same Day
A disaster-recovery COO scaling crews to 5,000 wired GPS and HR data into a same-day alert feed — catching $100K-a-day field leakage before it compounds.
Synopsis resolved entity data across HR and GPS systems before any alerting was built.
• 30-min departure alerts flagged to supervisors cut daily cost leakage
• Same-day field visibility replaced two-week-old operational data
Same-day data
Replaces two-week reporting lag
$100K – $250K
< 4 weeks
Data Synthesis & Reporting
,
Process Automation (RPA + AI)
,
Construction & Engineering
,
Operations
,
Finance & Accounting
,
Cost Reduction
,
Time Savings
,
Risk & Compliance
,
Kris Krisco
Explore Case
June 24, 2026
How One Reinsurer Cut Risk Analysis Weeks to Hours
A reinsurance risk team wired a hybrid RAG and custom legal dictionary across 10,000 contracts — collapsing 2–3 weeks of analyst work to under a day at 97% accuracy.
Team mapped the contract value chain, then built a hybrid RAG architecture combining SQL and semantic retrieval.
• Custom LLM legal dictionary for domain accuracy
• QA iterated from 10 to 10,000 contracts
2–3 weeks → <1 day
Cut from contract risk analysis
4–8 weeks
Knowledge Management & Search (RAG)
,
Document Processing & Extraction
,
Decision Support & Scoring
,
Insurance
,
Legal & Compliance
,
Finance & Accounting
,
Operations
,
Time Savings
,
Risk & Compliance
,
Cost Reduction
,
Mike Mayes
Explore Case
June 24, 2026
How Southwest Marketing Mapped AI Bets Across 8 Functions
A 70,000-person airline's marketing team ran Double Diamond design thinking across 8 functions — codifying five signals that flag where AI actually pays off.
Interviews across 8 sub-teams surfaced pain points; discovery deliberately separated from solutioning.
• 5 AI readiness signals: data, repetition, templatization, infrastructure, error
• Framework reusable enterprise-wide
70,000-Person Scale
AI signals mapped, 8 teams
< 4 weeks
Process Automation (RPA + AI)
,
Aviation & Aerospace
,
Marketing
,
Operations
,
Time Savings
,
Cost Reduction
,
Nicola Smith
Explore Case
June 24, 2026
How a Pharmacy Benefits Firm Cleared FDA PDFs in 10 Weeks
Arrive Health's pharmacy specialists offloaded FDA PDF review to a RAG-based AI that drafts drug equivalency recommendations — shipped in 10 weeks at 95%+ accuracy with human-in-the-loop validation.
Custom RAG tuned to pharmaceutical regulatory language with purpose-built FDA PDF preprocessing.
• Proprietary CAT framework at developer, overnight, and production stages
• Human specialists in loop for final validation
10 weeks
Built and shipped in 10 weeks
4–8 weeks
Knowledge Management & Search (RAG)
,
Document Processing & Extraction
,
Healthcare & Life Sciences
,
Operations
,
Legal & Compliance
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Risk & Compliance
,
Ross Hale
Explore Case
June 24, 2026
How a PE-Backed SaaS Cut Insight Time Weeks to Minutes
A PE-backed SaaS leadership team collapsed disconnected CRM, ERP, billing, and product systems into one semantic layer — answering live board questions in minutes instead of waiting until Monday.
Proprietary ETL and entity resolution unified all systems into one semantic layer in days.
• Natural language querying, anomaly detection, predictive revenue/churn models
• Automated Slack alerts, no data engineer required
Weeks → Minutes
Reduced time to insight
< 4 weeks
Data Synthesis & Reporting
,
Predictive Analytics & Forecasting
,
Conversational AI (Chatbot / Agent)
,
Technology & Software
,
Financial Services
,
Finance & Accounting
,
Operations
,
Executive & Strategy
,
Time Savings
,
Risk & Compliance
,
Customer Experience
,
Kris Krisco
Explore Case
June 24, 2026
How UserTesting Unlocked Company-Wide AI Adoption
UserTesting's exec team reframed legal, security, and privacy from gatekeepers to advisors — clearing the path for enterprise ChatGPT, employee-built custom GPTs, and an AI council company-wide.
Legal, security, and privacy teams were pre-aligned as advisors, not gatekeepers, before rollout began.
• Cross-functional AI council with senior representation
• Enterprise ChatGPT and custom GPTs with internal data integration
Compliance Reframed as Enablement
Repositioned legal as AI advisor
4–6 months
AI Workforce Enablement
,
Technology & Software
,
Executive & Strategy
,
Legal & Compliance
,
Operations
,
Time Savings
,
Revenue Growth
,
Headcount Avoidance
,
Kaj van de Loo
Explore Case
June 24, 2026
How Trek Funded an Edge AI Bike Prototype in 18 Months
Trek's Advanced Tech director compressed 35 AI opportunities down to 3, won a fresh AI budget during a company-wide freeze, and shipped a CES 2025 on-device AI handlebar — all inside 18 months.
35 AI opportunities scored and filtered to 3 using ROI and feasibility metrics; packaged into an executive business case.
• SLM on a handlebar microcontroller, running locally
• On-device AI companion with no internet required
18 months
Physical AI prototype at CES
12+ months
AI-Accelerated Custom Software
,
Conversational AI (Chatbot / Agent)
,
Consumer Goods & CPG
,
Executive & Strategy
,
Product & Engineering
,
Revenue Growth
,
Time Savings
,
Gregor Mittersinker
Explore Case
June 24, 2026
How an FP&A Firm Cut Knowledge Searches to Seconds
A financial planning firm's analysts piped years of SharePoint memos into a RAG chatbot with citations — replacing hours of senior-colleague pings with seconds-long natural language queries.
SharePoint corpus indexed with role-based access controls translated from source permissions.
• Natural language querying with source citations
• New hire ramp collapsed; senior staff freed from fielding knowledge requests
Seconds, Not Hours
Saves hours per knowledge search
4–8 weeks
Knowledge Management & Search (RAG)
,
Conversational AI (Chatbot / Agent)
,
Financial Services
,
Finance & Accounting
,
HR & People
,
Product & Engineering
,
Time Savings
,
Revenue Growth
,
Headcount Avoidance
,
Evan Glaser
Explore Case
June 24, 2026
How a Strategy Firm Turned Its IP Into a Free Lead Tool
A marketing firm's strategists encoded their neuropsychology model into an AI persona generator — collapsing weeks of manual work and shipping a free public web tool as a top-of-funnel.
Tiered roadmap: efficiency, quality, then productization — AI introduced at each phase.
• AI trained on proprietary neuropsychological framework and client examples
• Internal tool relaunched as public-facing lead gen
Proprietary IP → Public Product
Launched as lead gen tool
4–6 months
Generative Design & Content
,
AI Workforce Enablement
,
Professional Services
,
Marketing
,
Executive & Strategy
,
Product & Engineering
,
Revenue Growth
,
Time Savings
,
Daniel Ostrower
Explore Case
June 24, 2026
How Walmart's Fashion Team Cut 18 Weeks Off Design
Walmart's apparel designers handed off trend analysis, assortment planning, and creative direction to a multi-agent AI built in six weeks — cutting 18 weeks off a near year-long design pipeline.
Walmart designers co-built from day one; the process was reinvented, not automated.
• Agents for creative direction, assortment planning, and trend analysis
• Single pipeline replacing disconnected point solutions
18 weeks
Cut from fashion design timeline
2–4 months
Generative Design & Content
,
AI-Accelerated Custom Software
,
Retail & E-Commerce
,
Product & Engineering
,
Operations
,
Time Savings
,
Revenue Growth
,
Cost Reduction
,
Amir Ouki
Explore Case
June 24, 2026
How News Corp Lifted Workflows 30% and Cut $150K
A media enterprise's strategy team wired a single AI governance framework across its decentralized units — targeting 25–30% workflow gains and $150K in legacy tool decommissioning.
A standard ROI methodology and readiness assessment built for News Corp's unit-by-unit structure.
• Per-unit AI readiness scoring with shared benchmarks
• Pilot governance process; legacy tools flagged for decommissioning
25–30%
Targeted workflow efficiency gain
2–4 months
Decision Support & Scoring
,
Media & Entertainment
,
Executive & Strategy
,
Cost Reduction
,
Risk & Compliance
,
Nicole Castillo
Explore Case
June 24, 2026
How One SMB Compressed a Week of LinkedIn to 30 Min
A small-business owner's brand voice was packed into an Airtable-and-Make pipeline that drafts, illustrates, and schedules a full week of LinkedIn posts in 30 minutes — work that used to take hours.
Airtable captures brand inputs; Make.com orchestrates from content ideation through to LinkedIn publishing.
• Perplexity API enriching ideas with real-time data
• OpenAI API drafting posts; LinkedIn API for direct publishing
30 min
Produces a full week of content
Under $25K
4–8 weeks
Generative Design & Content
,
Professional Services
,
Marketing
,
Sales & Revenue
,
Time Savings
,
Revenue Growth
,
Denis Panjuta
Explore Case
June 24, 2026
How One Manufacturer Freed 70% of Engineering Time
A mid-sized manufacturer's engineers bottled their design playbook into an AI workbench that drafts production prints from customer specs — freeing 60–70% of engineering hours per order.
GenAI Kickstart surfaced the top bottleneck; workbench generates 90%-complete design prints for engineers.
• Claude connected to proprietary parts database and engineering standards
• Validation agents flagging spec conflicts
60–70%
Freed per order in engineering time
Under $25K
4–8 weeks
Generative Design & Content
,
Process Automation (RPA + AI)
,
Manufacturing & Industrial
,
Operations
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Risk & Compliance
,
Greg Shove
Explore Case
June 24, 2026
How a $20M Services Firm Unlocked $500K
A stalled $20M services firm wired ChatGPT Enterprise, Make.com, and Claude into its operations — reclaiming 10–15 leadership hours a week and unlocking $500K in new revenue.
Root-cause diagnostic revealed structural issues — not technology gaps — before any AI was deployed.
• ChatGPT Enterprise for knowledge management and SOP documentation
• Make.com for workflow automation and insight tagging
10–15 hrs/week
Reclaimed weekly by leadership team
Under $25K
2–4 months
Process Automation (RPA + AI)
,
Professional Services
,
Operations
,
Sales & Revenue
,
Revenue Growth
,
Cost Reduction
,
Time Savings
,
Shadi Yazdan
Explore Case
June 24, 2026
How a Law School Cut Bar Exam Question Time 75%
A law school's legal SMEs spent an hour on each exam question. A pair-prompting AI now drafts compliant questions in 15 minutes — turning SMEs from writers into reviewers.
AI engineer and legal SMEs ran pair-prompting sprints to validate output quality before scaling.
• LLMs fine-tuned on the SQE legal knowledge base
• SMEs shifted from question drafting to AI-output review
75%
Cut from exam question review time
4–8 weeks
Generative Design & Content
,
Process Automation (RPA + AI)
,
Education & EdTech
,
Operations
,
Product & Engineering
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Mel Moeller
Explore Case
June 24, 2026
How a Celebrity Stylist Sourced Products in Seconds
A celebrity stylist's team was burning hours per request hunting products on Google. A GPT-4o Vision pipeline now extracts style cues from images and returns matches in seconds.
GPT-4o Vision extracted style attributes; Claude handled matching logic and query interpretation.
• Vision pipeline for attribute and category extraction
• Matching system trained on proprietary historical sourcing data
MVP in 5 weeks
Delivered from kickoff to launch
< 4 weeks
Computer Vision
,
Recommendation Systems
,
Retail & E-Commerce
,
Operations
,
Supply Chain & Procurement
,
Time Savings
,
Revenue Growth
,
Headcount Avoidance
,
Nicole Hedley
Explore Case
June 24, 2026
How a CEO Coach Saved 30 Min Per Client Each Week
An executive coach for PE and VC CEOs offloaded session notes, summaries, and follow-ups to a no-code AI stack — saving 30+ minutes per client every week.
All prompts tested manually against real transcripts before pipelines were built.
• ICF-competency session scoring via Coaching Feedback Analyzer
• Zapier and Relay.app automating post-session emails and follow-up reminders
30+ min/client/week
Saved per client each week
6–12 months
Process Automation (RPA + AI)
,
Conversational AI (Chatbot / Agent)
,
Professional Services
,
Operations
,
HR & People
,
Time Savings
,
Revenue Growth
,
Customer Experience
,
Dean Sloves
Explore Case
June 24, 2026
How One Media Company Lifted Ad Sales 8%
An ad sales team layered LLM agents over its BigQuery data — recommending audience segments mid-RFP and automating trafficking and QA, lifting deal value 8%.
A structured diagnostic mapped pitch-to-pay first; BigQuery unified four systems before any AI was built.
• LLM agents for audience recommendations, anomaly detection, auto-trafficking
• Engineering in diagnostic phase
+8%
Gained in incremental deal value
2–4 months
AI-Accelerated Custom Software
,
Process Automation (RPA + AI)
,
Recommendation Systems
,
Media & Entertainment
,
Sales & Revenue
,
Operations
,
Marketing
,
Revenue Growth
,
Time Savings
,
Cost Reduction
,
Alex Brownstein
Explore Case
June 24, 2026
How a PE Team Surfaced Deal Precedents in Seconds
An investment team piped past memos and investment theses into a RAG layer on ChatGPT Enterprise — surfacing relevant precedents before first calls instead of after them.
Workflows ran entirely inside existing ChatGPT Enterprise — no new infrastructure needed.
• Deal docs and memos ingested and made queryable in plain language
• V1 investment memos auto-generated from historical precedent
Richer Deal Conversations
Delivered via AI deal research
4–8 weeks
Knowledge Management & Search (RAG)
,
Generative Design & Content
,
Financial Services
,
Finance & Accounting
,
Executive & Strategy
,
Time Savings
,
Revenue Growth
,
Natalia Quintero
Explore Case
June 24, 2026
How One E-Commerce Co Cut Processing Cost 84%
A PE-owned e-commerce ops team piped unstructured shopping lists into a multi-model pipeline on OpenAI, Gemini, and Claude — collapsing turnaround from 24 hours to 30 seconds.
Evaluation infrastructure built first — proving AI beat the BPO before go-live.
• OpenAI primary, Gemini for extraction, Claude for intermediate steps
• Confidence scoring flags low-certainty; feedback loop auto-improves
84%
Cut in annual processing costs
4–8 weeks
Document Processing & Extraction
,
Process Automation (RPA + AI)
,
Retail & E-Commerce
,
Operations
,
Supply Chain & Procurement
,
Cost Reduction
,
Time Savings
,
Risk & Compliance
,
Headcount Avoidance
,
Chris Taylor
Explore Case
June 24, 2026
How One Eyewear Brand Lifted Checkout 10% to 15%
A DTC eyewear team piped prescription images through an OCR-and-Claude pipeline — lifting checkout from 10% to 15% and cutting $40K in contractor costs to unlock $200K in revenue.
Built for medical accuracy first, then integrated with Shopify checkout over 4–6 weeks.
• LangGraph orchestrates OCR, Claude validation, and approval or exception routing
• Serverless on AWS Lambda; no fixed infra cost
$200K
Unlocked in projected revenue
< 4 weeks
Document Processing & Extraction
,
Process Automation (RPA + AI)
,
Retail & E-Commerce
,
Healthcare & Life Sciences
,
Operations
,
Customer Service
,
Revenue Growth
,
Cost Reduction
,
Headcount Avoidance
,
Nitesh Pant
Explore Case
June 24, 2026
How One Franchise Group Reclaimed $780K of Staff Time
A franchise CEO swapped a stalled software rollout for cohort AI training — lifting employee literacy 60% and giving 140 HQ staff back six hours a week.
Reframed as education, not software rollout; cohorts of 30 ran 3 sessions over 3 weeks.
• SuperWhisper demo shifted exec buy-in; AI policy rewritten as permission
• 60% literacy gain confirmed at 30-day survey
6 hrs/week
Saved per employee, 30-day check-in
4–6 months
AI Workforce Enablement
,
Automotive
,
HR & People
,
Operations
,
Executive & Strategy
,
Time Savings
,
Cost Reduction
,
Nick Pope
Explore Case
June 24, 2026
How a PE Roll-Up Surfaced 40% of Redundant Work
A 500-person PE-backed roll-up's ops team layered screen-capture telemetry across a 50-person pilot — surfacing 40% redundant work, reclaiming 200–250 hours a month, and cutting integration time 80%.
Screen and keystroke capture deployed with PII redaction on the client's own AWS infrastructure.
• Activity converted into process models showing actual workflows
• Living SOPs auto-generated and shared before any automation was built
40%
Found redundant across siloed teams
$25K – $100K
2–4 months
Process Automation (RPA + AI)
,
Data Synthesis & Reporting
,
Financial Services
,
Executive & Strategy
,
Operations
,
Cost Reduction
,
Time Savings
,
Headcount Avoidance
,
Felix Rösner
Explore Case
June 24, 2026
How a SaaS Marketing Team Saved $500K in 12 Months
A 60-person SaaS marketing team replaced 15 translators with a custom GPT and storyboarded video live in Canva — saving $500K in a year and compressing a six-week translation cycle to one.
Executive alignment first; structured change management drove adoption before any tools deployed.
• Custom GPT in 3 days cut translation from 6 weeks to 1 week
• Canva AI collapsed 5 video approval steps into one call
$500K
Saved across 12 months of marketing
2–4 months
AI Workforce Enablement
,
Generative Design & Content
,
Technology & Software
,
Marketing
,
HR & People
,
Cost Reduction
,
Time Savings
,
Tahnee Perry
Explore Case
June 24, 2026
How a Fiber ISP Slashed Dispatch From $11K to $2 a Month
A fiber ISP gave field techs a voice AI for check-ins and work orders — cutting dispatch calls 50% and collapsing back-office cost from $11K to $1.78 a month.
Existing pilot re-architected at the Agents API layer and integrated into legacy OSS/BSS platforms.
• Voice AI for technician troubleshooting
• Automated dispatch triaging orders, health checks, and work order closure
50%
Cut from dispatch call volume
< 4 weeks
Conversational AI (Chatbot / Agent)
,
Process Automation (RPA + AI)
,
Telecommunications
,
Operations
,
Customer Service
,
Cost Reduction
,
Time Savings
,
Headcount Avoidance
,
Customer Experience
,
Jordan Gurrieri
Explore Case
June 24, 2026
How a Custom Manufacturer Reclaimed $500K of Exec Time
A PE-acquired manufacturer's COO was burning half his week on VLOOKUPs. An ML stack now pulls live data and quotes jobs automatically — reclaiming $500K of executive time a year.
Built within the client's existing Microsoft stack — no new SaaS licenses required.
• Power Query model connecting live to QuickBooks; ML applied to job quoting accuracy
• OCR deployed for purchase orders and invoices
~$500K
Saved annually in exec and ops time
4–8 weeks
Data Synthesis & Reporting
,
Predictive Analytics & Forecasting
,
Document Processing & Extraction
,
Manufacturing & Industrial
,
Financial Services
,
Finance & Accounting
,
Operations
,
Executive & Strategy
,
Time Savings
,
Cost Reduction
,
Revenue Growth
,
Michael Cohen
Explore Case
June 24, 2026
How a Wind Power Operator Cut Field Repair Time 40%
A wind power operator piped turbine IoT data and service manuals into a field tech app — pre-diagnosing failures, cutting repair time 40%, and recouping ROI inside a year.
Two problems in sequence: pre-dispatch failure diagnosis, then on-site repair guidance.
• IoT data and vector search pre-diagnose failures and recommend parts
• Chat delivers manual excerpts on-site; reports automated
40%
Reduced wind turbine service time
$250K – $500K
4–8 weeks
Knowledge Management & Search (RAG)
,
Conversational AI (Chatbot / Agent)
,
Predictive Analytics & Forecasting
,
Energy & Utilities
,
Operations
,
Supply Chain & Procurement
,
Time Savings
,
Cost Reduction
,
Jozef Petro
Explore Case
June 24, 2026
How a $40B PE Firm Lifted Daily AI Use From 5% to 50%
A $40B PE firm's deal and back-office teams handed off routine work to ChatGPT, Claude, and custom GPTs — lifting daily AI use from 5% to 50%+ and reclaiming thousands of hours a year.
Engagement focused on workflow redesign, not tool access — finding AI-amenable tasks before training.
• ChatGPT, Claude, and custom GPTs deployed across front and back office
• Adoption tracked weekly to sustain change
5% → 50%+
Reached firm-wide daily AI adoption
$100K – $250K
4–8 weeks
AI Workforce Enablement
,
Financial Services
,
Operations
,
Finance & Accounting
,
Executive & Strategy
,
Time Savings
,
Headcount Avoidance
,
ChatGPT
Brandon Gell
Explore Case
June 24, 2026
How a Custom Manufacturer Cut Engineering Time 60%
A custom manufacturer's engineers handed RFQs to an AI workbench that drafts BOMs, quotes, and production drawings — targeting a 60-70% cut in engineering time per order.
Kickstart interviews mapped friction; legacy output converted to JSON to unlock automation.
• Workbench ingests RFQ, generates BOM, prices it, and drafts drawings
• AI flags conflicts before files reach the floor
60–70%
Reduced engineering time per order
6–12 months
Document Processing & Extraction
,
Generative Design & Content
,
Process Automation (RPA + AI)
,
Manufacturing & Industrial
,
Operations
,
Sales & Revenue
,
Time Savings
,
Cost Reduction
,
Claude
Jason Rubinstein
Explore Case
June 24, 2026
How One Gov Data Firm Cut Doc Time 6 Hours to 15 Min
A government data team replaced 70 human extractors with a custom OpenAI–Anthropic parsing pipeline — cutting per-doc work 6 hours to 15 minutes and lifting analyst output 3–20x.
Machine & Partners ran rapid experiments first, then built a pipeline selecting models by task complexity.
• OpenAI and Claude applied selectively by extraction type
• Semantic data to vector store for auto-reports
90%
Reduced data extraction labor time
4–8 weeks
Document Processing & Extraction
,
Knowledge Management & Search (RAG)
,
Government & Public Sector
,
Technology & Software
,
Operations
,
Time Savings
,
Cost Reduction
,
Headcount Avoidance
,
Revenue Growth
,
Edmundo Ortega
Explore Case
June 24, 2026
How One Hedge Fund Pushed Compliance From 30% to 95%
A compliance team built a self-screening GPT for every internal department — pushing pre-submission compliance from 30% to 95% and freeing the desk for strategic risk work.
Discovery interviews surfaced the compliance bottleneck; GPT trained on firm standards enabled self-screening.
• Custom GPT for pre-submission self-screening by all teams
• Compliance team moved to exception-review role
30% → 95%
Raised in pre-submission compliance
< 4 weeks
Conversational AI (Chatbot / Agent)
,
Document Processing & Extraction
,
Process Automation (RPA + AI)
,
Financial Services
,
Legal & Compliance
,
Operations
,
Time Savings
,
Risk & Compliance
,
Headcount Avoidance
,
ChatGPT
Brandon Gell
Explore Case
June 24, 2026
How a Manufacturer Cut ERP Rollout From 12 Months to 3
A multi-country manufacturer's owner replaced spreadsheets with a modular AI ERP in three months — killing the $100K inventory-error class and cutting admin overhead 40%.
VestedInYou spent a full month on discovery and data architecture before deploying any ERP module.
• Open-source ERP phased over 3–4 months vs. standard 12+
• AI inventory alerts triggered against project deadlines
75%
Faster ERP: 3 months vs. 12+ prior
2–4 months
AI-Accelerated Custom Software
,
Process Automation (RPA + AI)
,
Predictive Analytics & Forecasting
,
Manufacturing & Industrial
,
Construction & Engineering
,
Operations
,
Supply Chain & Procurement
,
Cost Reduction
,
Time Savings
,
Revenue Growth
,
Risk & Compliance
,
Turgut Jabbarli
Explore Case
June 24, 2026
How One Hedge Fund Cut Pre-Call Prep From 60 to 5 Min
A hedge fund's analysts packed filings, transcripts, and models into a three-module AI — collapsing pre-call prep from 60 to 5 minutes and reclaiming thousands of hours a year.
Workflow and data mapping drove a 3-module design around actual analyst processes.
• Q&A module pulls SharePoint, OneNote, Excel to prep call questions
• Signal modules flag when exec comments shift model assumptions
80%
Reduced analyst prep, 60 min to 5
4–8 weeks
Knowledge Management & Search (RAG)
,
Data Synthesis & Reporting
,
Natural Language Processing
,
Financial Services
,
Finance & Accounting
,
Operations
,
Time Savings
,
Risk & Compliance
,
Jay Singh
Explore Case
June 24, 2026
How a Mid-Market CFO Halved Board Reporting Time
A mid-market finance team piped QuickBooks, HubSpot, and Excel into an ML-powered FP&A platform — halving board reporting time and tripling cash flow forecast accuracy without an enterprise budget.
Data from QuickBooks, HubSpot, and Excel centralized into PostgreSQL; ML and GPT-4o layered on top.
• Classical ML for time-series cash flow and revenue forecasting
• GPT-4o chat layer for natural language data queries
50%+
Saved on board reporting prep time
4–8 weeks
Predictive Analytics & Forecasting
,
Data Synthesis & Reporting
,
Conversational AI (Chatbot / Agent)
,
Financial Services
,
Finance & Accounting
,
Time Savings
,
Cost Reduction
,
Risk & Compliance
,
Custom / proprietary
Glenn Hopper
Explore Case
June 24, 2026
How a Healthcare Staffer Cut Time-to-Hire 15 to 5 Days
A healthcare staffing firm's 40-person HR team handed off candidate outreach and scheduling to a 24/7 voice AI — cutting time-to-hire from 15 days to 5 and tripling recruiter throughput.
Voice AI ran outreach, screening, and scheduling 24/7, feeding structured data into the ATS.
• Candidate outreach during peak response windows, around the clock
• HR team repositioned from call handling to business dev
3x
Faster time-to-hire: 15 days to 5
4–8 weeks
Conversational AI (Chatbot / Agent)
,
Process Automation (RPA + AI)
,
Healthcare & Life Sciences
,
HR & People Operations
,
HR & People
,
Operations
,
Time Savings
,
Revenue Growth
,
Headcount Avoidance
,
Customer Experience
,
Other
Cass Mao
Explore Case
June 24, 2026
How One Restoration Firm Clawed Back $500 a Proposal
A restoration CEO bottled his negotiation playbook into an AI that compares insurance docs in minutes — freeing 30% of his executives' week and recovering $500 more per deal.
On-site discovery encoded CEO negotiation expertise as classification rules before coding.
• Pipeline flags discrepancies; annotated comparison ready in minutes
• Deployed in 48 hours; AI beat human accuracy 10% of time
30%
Freed in executive leadership time
2–4 months
Document Processing & Extraction
,
Decision Support & Scoring
,
Process Automation (RPA + AI)
,
Construction & Engineering
,
Insurance
,
Operations
,
Finance & Accounting
,
Cost Reduction
,
Time Savings
,
Revenue Growth
,
Claude
Jack Weissenberger
Explore Case