The AI analyst you talk to.The engine you can audit.

Upload your data. Ask in English. An LLM drives the pattern-discovery pipeline, an analyst approves what makes sense, and every new record is matched at 400,000 decisions per second — with zero LLM calls in the production path.

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LIVE. Actively demoing with Fortune 500 prospects. Pilots open.

Self-hostedAny data sourceProduction in daysFull audit trail

Your SMEs already understand 80% of it.

An LLM coach helps them define each pattern. A deterministic engine runs every decision in production, audit-ready by default.

Your data scientists sponsor and review. Your SMEs operate. The 20% that actually needs a data scientist stays with them.

Today

✕Repetitive matching stuck in the DS backlog
✕Months of manual labeling before training
✕$62K per month at 10M records
✕Black-box decisions

With Coherany

✓SMEs define patterns themselves with an LLM coach
✓First patterns in hours, no labeling required
✓$6K per month at 10M records
✓Every decision auditable

THE PAR PIPELINE

Discover once. Approve once. Apply forever.

DISCOVER

Coherany clusters your data into natural patterns — no labeling required.

APPROVE

Your team reviews each pattern and keeps the ones that match how you actually work.

APPLY

Every new record is matched against approved patterns in milliseconds.

RAG generates. PAR matches.

RAG vs PAR

Same foundation. Different guarantee.

PAR shares 60% of its technical stack with RAG — the same embeddings, indexes, and retrieval. The difference: PAR replaces the LLM generation step with human-approved pattern matching.

RAG Pipeline

✕LLM generates new text every call
✕Hallucination risk on every response
✕$62K/month at 10M records
✕Non-deterministic output
✕No native audit trail

PAR Pipeline

✓Matches human-approved insights
✓Zero hallucination — no generation step
✓$6K/month at 10M records
✓Deterministic — same input, same result
✓Every decision auditable to a named approver

Use Cases

Built for regulated industries.

Insurance

Triage claims automatically — no labeled data required

Manual claim triage eats adjuster hours every day.

NAIC compliant

See it on your data Healthcare

Organize clinical documents in hours, not months

Clinical documents take months to organize by hand.

HIPAA compliant architecture

See it on your data Financial Services

Audit every decision from input to output

Black-box AI decisions fail regulator audits.

SOC 2 in progress

See it on your data

SECURITY & CONTROL

Every decision is auditable

Complete audit trail on every match. SOC 2 in progress. HIPAA and NAIC compliant architecture.

Auto-discovery400K decisions/secRuns in your cloudSOC 2 in progressNo vendor lock-in

BUILT BY

Drew Wasem

I spent 15 years building data systems across health insurance, telecom, banking, and financial services. Every company had the same problem: brilliant people whose expertise was locked in their heads. I built Coherany so the platform learns from those experts, surfaces patterns for their approval, then executes every decision at 400,000 decisions per second with the same judgment they'd apply by hand. Experts stop being bottlenecks. They start being architects.

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See the patterns hiding in your data.

$10K pilot, six weeks, credited to your annual contract. We define success criteria together.

Book a Demo How It Works