Watch it work
One capability. Eight moments. The full ENGRAM cycle.
A supplier contract analysis assistant is proposed, registered, scoped, run, scored, blocked, and eventually approved. Every step is real. Every prompt is what the platform sends. Every response is what governs the outcome.
Scenario: Contract Deviation Detector · Trust Level journey: L1 → blocked → evidence → L2
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Before anything is built, a Registration Card must exist. The platform sends a structured prompt to Claude. Claude returns a complete card. The card is version-controlled from this moment.
Platform → Claude
You are an ENGRAM Registration Assistant. A new AI capability is being proposed. Capability description: "An AI assistant that reads supplier contracts and flags clauses that deviate from our standard terms." Generate a complete Skill Registration Card. Be precise about scope and limitations. Never assume access beyond what is explicitly stated.
Claude → Platform
SKILL REGISTRATION CARD
Name: Contract Deviation Detector
Version: 0.1 — draft
Proposed by: [pending owner assignment]
What it does: Reads supplier contract documents and identifies
clauses that differ from a provided standard template.
Returns a structured list of deviations with severity
and clause reference.
What it reads: Supplier contract PDFs supplied by the user per session.
Standard template document stored in approved repository.
What it writes: Nothing. Output is read-only structured analysis.
What it decides: Nothing. It flags; humans decide.
Trust Level proposed: L1 — Sandbox
Reason: No production data access. No write permissions.
Human reviews every output before action.
Limitations:
— Does not interpret legal intent, only textual deviation.
— Does not access any system autonomously.
— Output must be reviewed by a qualified person before use.
— Cannot handle documents with redacted or encrypted sections.
ENGRAM principle: This capability starts at L1. It may not be
used in production until a Quality Ledger baseline is established.What gets recorded
2026-08-09 07:14 REGISTERED Contract Deviation Detector · draft · L1 · owner: unassigned → alert opened
Trust Level is never assumed. The platform sends the Registration Card to Claude for independent assessment. The level must be justified, not claimed.
Platform → Claude
You are an ENGRAM Trust Level Assessor. Review this Registration Card and assess whether L1 is appropriate or whether a different starting level is justified. Capability: Contract Deviation Detector Proposed level: L1 Access requested: Read-only PDF documents, no system write access. Data classification: Confidential (supplier contracts) Apply the ENGRAM Trust Pyramid criteria strictly. Nothing starts above L1 without explicit justification.
Claude → Platform
TRUST LEVEL ASSESSMENT Capability: Contract Deviation Detector Assessed level: L1 — CONFIRMED Justification: The capability reads documents supplied manually per session. It writes nothing. It decides nothing. No autonomous system access is requested or required. L1 criteria met: ✓ Human supplies input per session (no autonomous data fetch) ✓ Output reviewed before any action ✓ No write access to any system ✓ No decision authority ✓ Scope matches stated limitations L2 would require: Autonomous access to a document repository without per-session human supply. Not requested here. DECLARATION: Trust Level L1 is appropriate and confirmed. This capability may proceed to Scope definition. Warning recorded: Data classification is CONFIDENTIAL. Even at L1, access logs must be maintained and output must not be forwarded without human review.
What gets recorded
2026-08-09 07:31 TRUST DECLARED L1 confirmed · assessed by ENGRAM assessor · warning: CONFIDENTIAL data
The scope contract defines exactly what the capability may and may not do. If something is not listed, it is forbidden. The contract is hashed and version-controlled.
Platform → Claude
You are an ENGRAM Scope Controller. Define the executable scope contract for this capability. Be explicit about every boundary. If something is not listed as permitted, it is forbidden. Capability: Contract Deviation Detector Trust Level: L1
Claude → Platform
SCOPE CONTRACT — Contract Deviation Detector v0.1 PERMITTED: — Read PDF documents explicitly provided by the user in session — Read the approved standard template from: /approved/templates/standard-supplier-v3.pdf — Return structured text output to the user interface FORBIDDEN: — Accessing any file system path not listed above — Calling any external API or service — Writing to any database, file, or system — Retaining document content between sessions — Forwarding output to any recipient — Making decisions about contract approval or rejection — Processing documents marked RESTRICTED or above SESSION BOUNDARY: All document content is discarded at session end. No content persists beyond the interaction. This scope contract is version-controlled. Any change to permitted access requires a new Scope Contract and a fresh Trust Level review. ENGRAM principle: Nothing outside this boundary is permitted, regardless of instruction.
What gets recorded
2026-08-09 07:45 SCOPE SIGNED Scope Contract v1 · hash: a4f3bc9e · linked to Registration Card v0.1
The capability runs within its declared scope. Every session shows the governance banner. No output leaves the interface without human review.
Contract Deviation Detector · L1 · Scope Contract v1
Running within scope
supplier-contract-acme-2026.pdf · uploaded
DEVIATION REPORT — 3 findings
[MEDIUM] Clause 4.2 — Payment terms: 45 days net
Standard: 30 days net
Deviation: +15 days
[MEDIUM] Clause 7.1 — Liability cap: 1× contract value
Standard: 2× contract value
Deviation: reduced cap
[LOW] Clause 12.3 — Governing law: Delaware
Standard: England and Wales
Deviation: different jurisdictionRunning at Trust Level L1 · Scope Contract v1 · Session only — no retention · Output requires human review before any action
What gets recorded
2026-08-09 09:12 RUN COMPLETED 3 documents processed · 3 flags raised · session closed · no data retained
After the session, the owner reviews the output and reports accuracy. The platform scores R×U. Below 0.75 — the capability stays where it is.
Platform → Claude
You are an ENGRAM Quality Ledger Scorer.
Score this capability output against the Quality Ledger criteria.
Capability: Contract Deviation Detector
Session: owner confirmed 2 of 3 deviation flags accurate.
1 was a false positive (low severity clause misread).
Evidence reference: QLE-2026-0041
Calculate R×U and determine gate status.
Threshold for promotion eligibility: R×U ≥ 0.75Claude → Platform
QUALITY LEDGER ENTRY — QLE-2026-0041 R score (Reliability): 0.67 — 2 of 3 flags confirmed accurate by owner — 1 false positive: non-standard clause misidentified as deviation — Baseline: first scored run, no prior evidence U score (Usefulness): 0.85 — Accurate flags saved approximately 40 minutes of manual review — Output format rated useful by reviewer — No harm from the false positive (human caught it in review) R×U score: 0.57 Gate threshold: 0.75 RESULT: GATE NOT PASSED This capability remains at L1. Recommendation: Run at least 3 more scored sessions. Investigate the false positive pattern before reattempting. ENGRAM principle: A score below threshold is not a failure. It is the system working correctly.
What gets recorded
2026-08-09 09:34 SCORED R=0.67 · U=0.85 · R×U=0.57 · gate NOT passed · L1 retained
Every event is written to Logos. Immutable. Append-only. No entry can be deleted or modified. This is the audit trail that makes the capability explainable to anyone, at any time.
Logos audit trail — Contract Deviation Detector
| 2026-08-09 07:14 | REGISTERED | draft · L1 · owner unassigned · alert AIG-ALERT-001 opened |
| 2026-08-09 07:18 | OWNER ASSIGNED | Sarah Mitchell · Legal Operations |
| 2026-08-09 07:31 | TRUST DECLARED | L1 confirmed · ENGRAM assessor · warning: CONFIDENTIAL |
| 2026-08-09 07:45 | SCOPE SIGNED | Scope Contract v1 · hash: a4f3bc9e |
| 2026-08-09 08:02 | SUBMITTED | Pending cyber security review |
| 2026-08-09 08:47 | CYBER APPROVED | reviewer: James Okafor · no DLP flags |
| 2026-08-09 09:01 | ARCH APPROVED | reviewer: Ana Lima · scope within policy |
| 2026-08-09 09:10 | APPROVED | status: approved · Trust Level: L1 |
| 2026-08-09 09:12 | RUN COMPLETED | 3 docs · 3 flags · session closed |
| 2026-08-09 09:34 | SCORED | R×U 0.57 · gate not passed |
| 2026-08-09 09:34 | PROMOTION BLOCKED | automatic · score below threshold |
Every row is immutable. No entry can be deleted or modified after creation. This trail is available to regulators, auditors and board reviewers on demand.
Three weeks later. Five more scored sessions. The score is now above threshold. A promotion request is raised. The platform checks the Quality Ledger automatically.
Promotion blocked
PROMOTION REQUEST — Contract Deviation Detector Requested: L1 → L2 Requested by: Sarah Mitchell BLOCKED — AUTOMATIC Reason: Quality Ledger gate not passed. Current R×U score: 0.57 (first session only) Required: ≥ 0.75 sustained over minimum 3 sessions. This block cannot be overridden manually. ENGRAM principle: Promotion requires evidence, not authority.
— · Three weeks later · 5 scored sessions · R×U average: 0.81 · —
Approval required
GOVERNED AI PLATFORM — Approval required Capability: Contract Deviation Detector Current Trust Level: L1 Requested Trust Level: L2 Quality Ledger summary (5 sessions): — R×U average: 0.81 ✓ threshold passed — 0 incidents logged — 1 scope boundary test: blocked correctly Scope change for L2: + Add: autonomous read from /contracts/supplier/ (read-only) − Remove: manual per-session document supply Review required from: Architecture Reviewer Deadline: 7 days from this notification [Review in platform →]
What gets recorded
2026-08-09 09:34 PROMOTION BLOCKED automatic · R×U 0.57 · evidence insufficient
2026-08-30 14:21 PROMOTION APPROVED L1 → L2 · R×U 0.81 avg · reviewed by Architecture · Logos entry: AIG-PROMO-001
This is what Governed AI looks like in practice.
Eight steps. One capability. A complete, auditable, explainable journey from proposal to production — with automatic gates, immutable logs, and no promotion without evidence.
Every organisation that runs Governed AI gets this for every capability they deploy. Not as a report. As a live, queryable record.