Solutions

AI pilots don't fail at the model. They fail at the spec.

Specificity turns undocumented business processes into signed, executable specifications — so your agents actually reach production.

Read the Precord spec

Your pilot demos well. Then it stops.

the problem
Why it stops

Not because the model is weak.

  • The process was never written down as it actually runs.
  • The edge cases were never surfaced.
  • Risk, compliance and IT were never in the room until the production gate.
What you are left with

By then, the spec is a slide deck.

  • No artifact anyone can review, test or inherit.
  • No classification of which decisions a model may make at all.
  • And nobody signed it.

What we build.

three products, one record
01

Specificity Platform

Turns process documentation into structured, signed-off specification artifacts.
02

FDE AI

A domain and technical expert model that converts raw requirements into a unified specification.
03

SpecsLLM

Use-case-aligned models that run high-volume, high-criticality processes in production.

The Precord.

a versioned specification record of one business process
What it does

It states the process, not an idea of it.

  • Reconstructs what actually happens — exceptions included.
  • Classifies every decision as deterministic, judgment-based or hybrid.
  • Binds acceptance criteria to process logic.
  • Is not complete until five people sign it.

Signatories

five, no exceptions
Process SMEThis is what actually happens
AI engineerThis is buildable and testable as written
Risk & complianceGuardrails, escalations and obligations are correct
ITData paths, integrations and security are achievable
Executive sponsorThe business case holds and production is authorized
attests thatimmutable · versioned

An unsigned spec is an opinion. A signed Precord is a control.

One intelligence, holding two kinds of expertise.

How solutions really get builtAgent decomposition, failure modes, eval design, integration reality, where non-determinism bites.
How your process really runsExceptions, decision rights, regulation, the systems of record, the calls only your seniors make.
An FDE-grade intelligenceIt holds both at once and asks, at every step, what an experienced forward-deployed engineer would ask — then refuses to move on until there is an answer on the record.
ResultA specification that is practical, complete, sourced — and signed by everyone who has to live with it.

It behaves like an engineer who has shipped this before.

Reads everything
SOPsschemasevent logsdecision archivesinterviews
Interrogates it
reconciles the graph against observed realitynames what it cannot explain
Decides deliberately
deterministicjudgmenthybridper decision, no defaults
Writes it down
Precordvalidated · versioned · sourced · eval-bound
Gets it agreed
Process SMEAI engineerRisk & complianceIT & dataExec sponsor
Then builds
agentsintegrationsevalsagainst the agreed record, never around it
Reads everythingDocuments, schemas, logs and the calls only your seniors make.tacit knowledge is elicited, then written down
ReconcilesThe stated process is measured against the observed one.what it cannot explain is named, not smoothed over
Decides deliberatelyEvery decision cut deterministic, judgment or hybrid.no defaults — a wrong number is a hard failure
Then buildsAgents and integrations follow the signed record.never around it, never ahead of it

Four experiences. One loop, not a pipeline.

E1

Discovery

Reconstruct reality, design the to-be, price it.

E2

Engineering

Specs, integrations, evals, simulation.

E3

Runtime

Queues, gates, drift, continuous eval.

E4

Private SLM

Distil, gate, promote.

One substrate. Every process you were going to automate.

horizontal by construction
Insurance

Claims adjudication

Schedule limits are code. Catastrophe calls stay with a named adjuster.
Banking

KYC remediation

Evidence sufficiency is judgment; the policy mapping is not.
Pharma

Deviation handling

Every step carries its regulatory clause and its audit trail.
Industrials

Order-to-cash exceptions

Four systems of record reconciled into one process graph.
Same platform underneathThe ontology, the gates, the eval structure and the write path do not change per industry. What changes is the record — which is exactly the part that should be yours.

Illustrative process families. The platform is not fine-tuned per vertical.

See it applied to a process of your own.

Bring one process you could not get into production. We reconstruct it, classify every decision, and hand you the record — whether or not you build with us.

The technologyOne process. two weeks. the solution design (precord) is yours