The domain intelligence platform

The design you agreed to is the design that ships.

Complai is the ecosystem where a single architect — with domain-driven design and AI — does the work of a team. Every decision enters one continuous, machine-readable chain: from intent, to behavior, to tests, to rules, to verified production. The reasoning travels with it the whole way.

Read it as

For practitioner-architects — the workshop becomes the chain.

products · one chain
9
open pillars · flmnt + Moment
2
decision-to-ship, memory walked
6 min
signal-driven development
SDD

The fault

The decision was clear in the room. Then it became a game of telephone.

It started in a meeting. It became an ADR. It got summarized in Slack, re-explained to a developer six weeks later, and arrived in production as something different from what was agreed to. The gap between the design you agreed to and the code you shipped has never been instrumented.

  1. 01

    Meeting

    said aloud

  2. 02

    ADR

    written down

  3. 03

    Slack

    summarized

  4. 04

    Confluence

    re-explained

  5. 05

    Production

    drifted

  6. The cost

    $1.3M–3.9M

    per year · the gap

And the gap used to be a human cost — six weeks, slow drift, catchable. AI agents now read your codebase, generate PRs against it, and execute changes at machine speed. They compound the drift faster than your team can catch it. This is not a future risk. It is a current condition.

The shift

You have tried storage. You have not tried memory.

A wiki is a closet. A search index is a flashlight. A context window is a goldfish. They surface the past; they do not preserve it, accumulate it, or stay accountable to their own reasoning. Memory has three properties — non-negotiable.

  1. 01

    Continuous

    Every decision joins one growing record. No fresh chats, no resetting context, no starting over because the last person left.

  2. 02

    Reasoned

    The why travels with the what, always. A specification without its reasoning is just an opinion.

  3. 03

    Accountable

    Every downstream artifact — spec, test, plan, code, audit — cites its memory of origin. Lineage is the substrate.

The chain

Nine products. One decision, walked end to end.

intent → verified production

Eight stations carry a decision from intent to proof. Beneath them, one substrate holds the reasoning each station must read before it acts. Every name carries the quiet endorsement — by complai.

  1. 01

    Sift

    Intent → spec

    Turns ambiguous, partial intent into a structured, reasoned, citable specification.

    UPSTREAM

  2. 02

    Moment

    Spec → behavior

    Captures the behavioral fingerprint of the decision — DDD's missing temporal dimension.

    OPEN · STANDALONE

  3. 03

    Facet

    Behavior → tests

    Generates the test surface — the falsification criteria — from the behavior, before code exists.

    VISUAL

  4. 04

    Codex

    Rules, applied

    Makes compliance load-bearing inside the work — applied to spec, behavior, and tests.

    COMPLIANCE

  5. 05

    Forge

    Chain → work

    Turns the decision into sequenced, constrained, agent-ready work that cites its origin.

    EXECUTION

  6. 06

    Trace

    Decision → cascade

    Surfaces what a decision threatens — upstream and downstream — the moment it lands.

    GRAPH

  7. 07

    Proof

    Ship → evidence

    Answers "did the decision survive?" with a proof, not a postmortem. Violations never block.

    CONFORMANCE

  8. 08

    Glean

    Prod → memory

    Feeds what production teaches back into the chain, so the org's intelligence compounds.

    LEARNING

The substrate

OPEN · STANDALONE · open-source

Where the why lives.

flmnt is the durable, causal reasoning layer the eight stations read before they act. It keeps every decision continuous, reasoned, and accountable — and it runs standalone behind any MCP agent. The reasoning your stations must read before they act.

In lived time

Six weeks when memory is rebuilt. Six minutes when memory is walked.

Before 6 weeks
  1. Day 0

    Architect writes the ADR.

  2. +1d

    A Slack thread alerts a couple of teams.

  3. +4wk

    silent drift

  4. +5wk

    Team B discovers their service was built against the old boundary.

  5. +6wk

    Compliance reverse-engineers the design from code, at audit.

After 6 minutes
  1. t=0

    Architect commits the change in Sift.

  2. +10s

    flmnt already holds the trajectory.

  3. +1m

    Spec, behavior, tests, cascade, rule packs, work plan — all regenerate in parallel.

  4. +6m

    Drift flagged. Audit evidence already exists.

Same rigor. The audit is a derivative.

What changes when the chain holds

  1. The architect's loop

    The workshop becomes the chain. Same rigor, no ceremony.

    3–6 wk → < 1 day

  2. The methodology

    Rigor outlives the team. Quality stops depending on who's in the room.

    12 ppl → 1 + AI

  3. The audit

    Compliance becomes a derivative. The auditor reads what the chain already wrote.

    4–6 mo → 30 hr

  4. The artifacts

    N documents collapse to one canvas, read by every role before code.

    N docs → 1 canvas

One signature, many voices

The children keep their voice. Complai is the maker's mark beneath it.

Two of the nine — flmnt and Moment — run standalone, open-source, under the mmmnt org. Each owns its own colour and character. The house stays neutral and signs quietly beneath.

How to engage · enterprise only

Start with one specification. Everything else compounds.

We engage by running a real specification against your domain — your services, your business rules, your audit surface — and showing you the chain executing on day one. Terms are quoted against the cost we displace, not seats.

  1. 01 · 60 min

    Discovery call

    We map your highest-cost decision drift, scoped to one product domain.

  2. 02 · ≤ 1 day

    Live specification

    A converged spec, on one of your real services, before lunch.

  3. 03 · 2–4 weeks

    Pilot deployment

    One initiative, end to end, full chain — drift instrumented.

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