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Case studies
September 17, 2025
Case Study: How a PE-Backed E-Commerce Company Cut Costs by 84% with AI Instead of BPO
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September 15, 2025
AI Red & Green Flags in M&A: What PE Firms Must Watch
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September 15, 2025
84% Cost Savings & 30-Second Turnarounds: The PE Playbook for Production-Grade AI
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September 8, 2025
Cut ERP Time by 75%: How AI is Transforming Manufacturing & Construction
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September 5, 2025
The Great Transition: 5 Human Skills Every Leader Needs in 2025
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September 1, 2025
The Growth Edge: A Faster Path to AI-Enabled Product Innovation
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August 29, 2025
How AI Unlocked Millions in Hidden Deal Value for a Media Company
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August 20, 2025
Case Study: A Park Ranger Built a GPT That Writes Federal SOWs (In an Hour)
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August 17, 2025
Ban “Do Nothing”: The 10-Experiment Rule for AI Adoption
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August 15, 2025
How I Use AI to Stress-Test Tough Talks (HR Loved the Result)
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July 28, 2025
Turning Unique IP Into Scalable AI Products: A Real Case Study
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July 25, 2025
Case Study: How AI Cut Hiring Time by 60% in a Healthcare Company
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Frequently Asked Questions

What is Pluris?

Pluris helps private equity firms, middle-market, and enterprise teams pressure-test AI initiatives before committing to a partner, budget, or roadmap.

We surface multiple independent perspectives from experienced AI builders so you can see real options, tradeoffs, and risks—early.

What is Proof of Work?

Proof of Work is our interview series featuring leading applied AI and data operators.

It began as Just Curious and evolved into our AI Case Study-focused podcast and YouTube series.

Pluris is the decision-support company behind it.

What problem does this solve?

Most AI projects fail before the work starts, because teams are forced to choose a path with limited visibility into real alternatives.

Pluris exists to give teams decision clarity before momentum locks them in.

How is this different from hiring a consultant or running an RFP?

Traditional processes push you toward a single recommended solution.

Pluris shows you multiple credible ways forward, independently sourced, without selling implementation or steering you toward a preferred vendor.

No slideware.

No sales pressure. No lock-in.

What is an Expert Review

A Expert Review is a short, structured brief describing a business problem, diligence question, or AI opportunity.

We anonymize it and share it with relevant AI practitioners, who respond with:

Distinct approaches
Tradeoffs and risks
High-level timelines and budget ranges

You keep full control over what happens next.

Do I have to hire anyone?

No.

Many teams use Pluris only to pressure-test ideas, validate internal plans, or reset projects already underway.

Engaging a partner is optional, and always your choice.

Will vendors contact me?

No.

Your brief is anonymized, and no one contacts you unless you choose to engage.

This is designed to reduce noise, not create it.

What happens if an approach resonates?

If one or more approaches stand out, we can facilitate direct conversations with the teams behind them.

You’re free to explore further, or walk away with better context than you started with.

Is this really free?

Yes.

Submitting a Expert Review and receiving perspectives is free for operators and investors.

If you later engage a partner, commercial terms are discussed directly with them.

Who is this best suited for?

Private equity funds evaluating AI for diligence or value creation.

Portfolio company leadership teams under pressure to “do something with AI.”

Midde-market and enterprise operators who want clarity before committing budget or political capital.

If the decision feels expensive, visible, or hard to unwind, this is for you.

What Pluris does not do

We don’t sell software.

We don’t push preferred partners.

We don’t run implementation projects.

We don’t optimize for deal volume.

Our only job is decision quality.

Just Curious AI – Ask Us Anything