Opticat item search MCP reviewPhase 1 discovery, validation, and path forward
Path forward

Finish the evidence, then fund only the dependable core

This is a directional technical sequence with explicit gates, risks, and owners. It is not a fixed-price Phase 2 proposal and contains no implied staffing or delivery commitment.

Implementation roadmap

Three stages, each ending in a decision

Dates follow an approved baseline, scope, and staffing commitment. Sequence and exit gates are useful now; commercial commitments are not inferred.

01Current gate

Close Phase 1 with evidence

One accepted Assessment Report with a measured baseline—not a collection of preliminary artifacts.

  • Freeze the test configuration and entitlement
  • Replay and adjudicate the agreed cases
  • Issue editable/PDF report and required appendices
  • Hold the executive and engineering review
Exit gateOptiCat can make the Phase 2 decision on measured information.
02Requires authorization

Build the dependable demonstration

Five customer journeys work consistently through one supported MCP surface.

  • Finish typed continuation and paging
  • Harden identity, fitment, and interchange gates
  • Add regression and release controls
  • Rotate credentials and add rate/cost boundaries
Exit gateNo unsupported part or fitment recommendation in the approved suite.
03Later production step

Prepare for customer trials

The proven demonstration can be operated safely for real partners and real traffic.

  • Partner authentication and isolation
  • Monitoring, support, and operational ownership
  • Key entitlement and catalog-version visibility
  • Feedback, corrections, and controlled releases
Exit gateSecurity, operations, and onboarding are ready for the chosen customer scope.
Detailed fixed-price Phase 2 proposalPending authorization

This page does not commit a fixed total, price by milestone, staffing plan, delivery date, or conference delivery. Those fields require approved scope, baseline, risk allowance, and authorized commercial owners.

  • Technical sequence available
  • Acceptance inputs available
  • Commercial terms pending
Plan
Directional concentration of effort

This shows where work creates confidence—not a work breakdown, price, or committed schedule.

October 2026

Conference-ready means bounded, proven, and rehearsed

This is a feasibility statement, not a committed Phase 2 delivery date.

October 4–6, 2026

A conference-ready demonstration is technically feasible if scope is frozen around proven journeys and the evaluation gate closes in time.

Required journeys
  • Vehicle → parts
  • VIN → requested part
  • Part → fitment
  • Interchange
  • Supersession/lifecycle
Evidence gates
  • Zero unsupported catalog or fitment recommendations in the approved suite
  • Every incomplete result discloses its boundary
  • Domain-approved expected answers and relationship semantics
  • Two clean rehearsals on the frozen release
Dependencies
  • Named OptiCat catalog/API adjudicators
  • Confirmed key scope, rate limits, and stable access
  • Frozen host, model, prompt, MCP, and UI configuration
  • Approved fallback examples for any upstream outage
Fallback plan

If live access becomes unreliable, use stored redacted evidence from the same frozen release and state that the replay is evidence-backed rather than live.

Fallback evidence must come from the same frozen release and remain clearly labeled.
Cross-cutting gaps

Six controls the assessment must name—even when remediation is later

The SOW excludes production hardening from Phase 1, but the assessment must identify the gaps, target state, owner, and delivery phase.

Control areaCurrent stateTarget stateOwner
SecurityBefore further external useRead-only service controls exist; the temporary validation credential still requires rotation and final secret review.Rotated secrets, repository/artifact scan, least privilege, and an approved test/operating policy.Tenexity + OptiCat security
AuthenticationProduction hardeningThe private MCP path uses an internal bearer boundary; production partner identity is not designed here.Supported partner authentication with rotation, revocation, and documented trust boundaries.OptiCat platform owner
AuthorizationProduction hardeningCatalog visibility depends on upstream key entitlement; customer/tenant isolation is outside the demonstration scope.Per-partner authorization, entitlement visibility, quotas, and isolation tests.OptiCat platform + API owner
ObservabilityDemo gate → productionRuns retain tool evidence, statuses, counts, and selected latency; production monitoring is not complete.Health, latency, error, entitlement, truncation, and release metrics with operational ownership.Tenexity engineering then OptiCat operations
LoggingProduction hardeningRedacted evaluation traces exist, but retention, access, and audit policy are not finalized.Structured redacted logs, correlation IDs, retention controls, and incident-safe access.OptiCat operations/security
AI governancePhase 1 closeout and every releaseEvidence-only rules and KPI definitions exist; the full domain-approved replay remains open.Versioned cases, named adjudicators, zero-tolerance safety gates, drift review, and controlled releases.OptiCat product/domain + Tenexity evaluation
Risk matrix

What could invalidate the plan

IDRisk and impactResponseOwner
R-01Key scope makes valid catalog data appear absent.False negatives and incorrect root-cause conclusions.Record written entitlement, key-scope ID, health result, and complete paging with every run.OptiCat API owner
R-02Historical expected answers have drifted or were never authoritative.A correct current result can be graded as a regression.Require named domain adjudication and retain a visible data-drift outcome.OptiCat catalog owner
R-03A polished demo is mistaken for a measured baseline.Investment or release decisions rely on representative success instead of repeatable evidence.Keep validation, baseline, and production-readiness statuses separate everywhere.Tenexity evaluation
R-04October scope expands faster than evidence can be approved.Conference reliability falls while feature count rises.Freeze the required journeys, rehearse twice, and maintain evidence-backed fallback examples.OptiCat product owner
R-05Commercial terms are inferred from the technical roadmap.An estimate is treated as a fixed commitment without approved staffing or contingency.Keep price, milestone allocation, staffing commitment, and delivery date explicitly pending.Authorized commercial owners
Decision log

What is settled and what is not

IDDecision and rationaleStateOwner · reversibility
D-01Retain the OptiCat catalog connection and task-level MCP direction.Live catalog journeys prove the core is viable; the principal gaps are evidence fidelity and evaluation.DecidedAssessment recommendationYes, but no replacement case is established
D-02Treat the site and demo as validation evidence, not the Phase 1 software deliverable.The SOW names one written assessment and explicitly excludes a software deliverable.DecidedTenexityOnly by written scope change
D-03Publish no current accuracy percentage until the frozen replay is adjudicated.Historical labels came from different moments and cannot support one current score.DecidedTenexity evaluationNo; evidence standard
D-04Approve fitment-critical qualifiers and relationship semantics by category.The service can preserve data, but domain experts must decide what changes a safe answer.PendingOptiCat domain ownersVersioned as domain policy evolves
D-05Freeze the October demonstration journeys and fallback behavior.Conference readiness needs a bounded story and a named acceptance owner.PendingOptiCat product/executiveYes, before scope freeze
D-06Authorize a fixed-price Phase 2 proposal.Commercial terms require an approved baseline, scope, staffing plan, risk allowance, and delivery commitment.PendingAuthorized commercial ownersYes, until contract execution
Continue the storyThe evidence library
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