Encoding expert judgment

AI that thinks like
your best people

Encode how your top experts make decisions — then apply that judgment to every case, at any scale, forever.

$31B
Lost annually to
knowledge attrition
42%
Institutional knowledge
held by one person
12+ mo
To develop senior-level
judgment from scratch
0
Category leaders in
judgment encoding
Two firms look at the same case. Same facts, same law, same AI tools. Different advice. The difference is judgment. We encode that difference.
The problem
Expert judgment is trapped
inside individual heads
Enterprises spend billions on Knowledge Management that captures what experts write down. Nobody captures how they think.
2-3

Key people hold critical decisions

When they leave, the judgment leaves with them. No document captures it.

12+

Months to develop senior judgment

New hires start from zero. There's no shortcut to 20 years of pattern recognition.

A/B

Team quality gap

Same case, different team, different outcome. Consistency is a myth.

50

Cases per expert per day

Demand grows. Your best person's calendar doesn't.

In practice
Same facts. Different judgment.
That's what we encode.
Every industry has experts whose pattern recognition drives outcomes. Here's what Mentiko does for them.
Credit Risk

The senior analyst who "just knows"

A loan application looks clean on paper. Credit score passes, income checks out, debt ratio within limits. But the senior analyst flags it — she's seen this pattern before. The collateral structure doesn't match the business type. She's caught twelve like this in the last year. The junior approved the last three she missed.
Without Mentiko

Junior analysts approve what the checklist says. The senior catches problems when she happens to review. When she retires, the pattern recognition retires with her.

With Mentiko

Her judgment is encoded. Every junior gets her pattern recognition on every case. The system flags the same collateral mismatch she would have — and explains why, citing her specific rule.

Sports Medicine

The clinic that can't clone its best doctor

A 28-year-old marathon runner comes in with recurring knee pain. No swelling. Started three weeks ago. The standard protocol says rest and ice. But Dr. Reyes checks for biomechanical compensation first — she always does. She finds the real problem is hip stability, not the knee. The treatment plan changes completely.
Without Mentiko

The new physio follows the protocol. Treats the knee. Patient comes back in six weeks with the same pain. The clinic loses credibility and the patient.

With Mentiko

Dr. Reyes's encoded judgment flags the compensation pattern. The new physio gets the same diagnostic instinct from day one. "Always check biomechanical compensation before treating the pain site" — her rule, applied automatically.

Law

The $800/hour partner vs. the $250 associate

Same law degree. Same access to case law. Same AI research tools. But the partner spots the jurisdictional risk in paragraph three that the associate reads past. Twenty years of litigation built that instinct. The firm charges $800/hour for it.
Without Mentiko

Associates bill research hours the partner would have skipped. Junior work gets reviewed and rewritten. The partner's calendar is the bottleneck for every complex matter.

With Mentiko

The partner's strategic instincts are encoded. Associates start from partner-level pattern recognition. $800/hour quality at $250/hour cost. The partner focuses on cases that actually need her.

Insurance Underwriting

The underwriter who reads between the lines

A commercial property application. Everything standard — except the senior underwriter notices the occupancy type doesn't match the construction class for that zip code. He's seen three claims from exactly this mismatch. The actuarial model doesn't catch it. His experience does.
Without Mentiko

Policy gets written at standard rates. Claim comes in 18 months later. The loss ratio on this segment creeps up, and nobody can explain why.

With Mentiko

The underwriter's pattern recognition is encoded. Every application gets his experienced eye. The mismatch is flagged before the policy is written, with his exact reasoning attached.

How it works
Three steps from expert to encoding
Structured conversations, growing profiles, applied judgment — citing the expert's own principles, not generic AI.
Step 01

Elicit

An AI interviewer runs structured sessions with the expert. Not a survey — a conversation that extracts principles, red flags, decision rules, and the edge cases where they break their own rules.

Step 02

Encode

Every answer builds a structured judgment profile. The expert's thinking, captured in a format AI can reason over. The profile compounds with each session — principles, rules, edge cases, blind spots.

Step 03

Apply

Present a new case. Get the expert's judgment: what they would decide, why — citing their specific principles — and how confident they'd be. Fully explainable. Fully auditable.

What exists today

Knowledge Management captures what experts can write down. Wikis, SOPs, exit interviews. All explicit knowledge. None of it captures how they actually think.

What Mentiko captures

The tacit knowledge — the pattern recognition, the gut feeling, the "I just know." The part that takes 20 years to build and walks out the door when they leave.

Why it matters
Not preservation.
Revenue expansion.
Expert retirement is the sales trigger. But the real value is that every decision-maker in the organization gets better every day.

Scale without hiring

One expert's judgment, applied to thousands of cases. Revenue grows without headcount. The encoding handles the routine; the expert handles the hard cases.

Train 10x faster

New hires start from the senior's encoded baseline, not from zero. Ramp-up drops from 12 months to weeks. They add their judgment on top.

Never lose what matters

When experts leave, retire, or get promoted — their judgment stays. The encoding outlives the expert and evolves with new data.

Consistent quality

Every case meets the standard of your best person, not your average. No more A-team / B-team gap. The variance collapses.

Truth signals

In credit risk, the borrower defaults or doesn't. In medicine, the patient recovers or doesn't. Mentiko tracks outcomes and self-corrects. Bad judgment surfaces automatically.

The AI mirror

Experts see their own thinking clearly for the first time. Implicit becomes explicit. They participate because it's flattering, not threatening.

The compounding effect
Judgment that outlives the expert
The value doesn't stop when the expert leaves. It compounds.
Phase 1

Expert is active

Juniors consult the encoding for routine decisions instead of interrupting the senior 15 times a day. Productivity multiplier.

Phase 2

Expert leaves

Judgment stays. The system flags divergence between encoded predictions and actual outcomes. A mid-level person reviews and updates.

Phase 3

New expert grows

Replacement starts from the previous expert's baseline, layers their own judgment on top. Two encoded perspectives, not one.

Phase 4

Knowledge compounds

5, 10, 20 experts encoded over years. Cross-expert patterns reveal what the best people share. The judgment library is the real IP.

Industries
Wherever expert judgment
drives decisions
Credit Risk
Healthcare
Law
Insurance Underwriting
Content Moderation
Procurement
Investment Analysis
Hiring
Supply Chain Ethics

If your organization has people whose judgment makes the difference between a good decision and a costly one — that's what we encode.

Roadmap
From one expert to
organizational intelligence
V1 — Now

Context encoding

AI interviews, structured profiles, judgment application. Proving fidelity with real experts.

V2

Expert models

Fine-tuned adapters per expert. Higher fidelity, lower latency, fewer tokens.

V3

Organizational judgment

Graph memory. Cross-expert patterns. Institutional intelligence that compounds.

V4

Cross-domain

Portable expertise. The judgment layer for any domain. Taste-as-a-Service.

Get involved
We're looking for
early experts
Credit risk analysts, healthcare specialists, lawyers, underwriters — anyone whose judgment drives high-stakes decisions. Three sessions. See if AI can think like you.