Method

Our Implementation Framework

Five phases from assessment to operations, each with defined artifacts and a gate before anything reaches production.

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Most AI engagements fail on sequencing, not capability. Security enters too late. Evaluation is never defined, so "good enough" has no meaning. Integration is treated as a final step rather than a design constraint. Operations are nobody's job until something breaks.

Our framework front-loads the decisions that are expensive to reverse — deployment model, data boundary, evaluation criteria, integration surface — and defers everything that is cheap to change.

01

Assess

Current state, data readiness, security and regulatory constraints, use case inventory and prioritization, deployment model options, and TCO modeling.

ArtifactsReadiness report · prioritized roadmap · recommended architecture direction · business case
Exit criteriaA selected first use case with a defensible business case and a viable deployment model
02

Architect

Reference architecture, model selection against measured requirements, retrieval and data design, integration design, threat model and security architecture, evaluation criteria and acceptance thresholds.

ArtifactsArchitecture package · security design · evaluation plan · integration specification
Exit criteriaSecurity stakeholders have reviewed the design; acceptance criteria are agreed in writing
03

Prove

A bounded build against the evaluation harness. Real data, real integration paths, real access control. Measured, not demoed.

ArtifactsWorking system · evaluation results against acceptance criteria · cost and latency measurements · go/no-go recommendation
Exit criteriaThe system meets acceptance criteria — or a documented explanation of why it cannot, before further spend
Production gate

Nothing moves from Prove to Productionize without meeting the acceptance criteria set in Architect. That gate exists because the alternative — shipping a system nobody measured — is how organizations lose trust in AI internally, and that trust is much harder to rebuild than a system is to fix.

04

Productionize

Hardening, scale, failure handling, full integration, CI/CD, observability, adversarial testing, documentation, security review, and rollout.

ArtifactsProduction system · runbooks · security review package · audit evidence · training materials
Exit criteriaLive with real users, an owner named, and monitoring in place
05

Operate

Continuous evaluation, drift and regression monitoring, model lifecycle, cost governance, incident response, and periodic governance reporting.

ArtifactsOperating cadence · evaluation dashboards · lifecycle plan · governance reports
Exit criteriaOngoing — or a documented handover to your team with runbooks and training
Principles

How we work

Security is a design input, not a review gate

Threat modeling starts in architecture. By the time your security team sees the system, their requirements are already in it.

Vendor-neutral because we have no other option

We hold no reseller agreements and take no vendor commissions. Every recommendation is made against your requirements, which is the only way advice on a fast-moving market is worth anything.

Production is the deliverable

Not a strategy document, not a prototype. Engagements are scoped to a system running in production with an owner, evaluation, and runbooks. A pilot that cannot reach production should not have been started.

Senior by design

Small, senior teams. The architects who design the system build it. We scope engagements to what we can staff at that level and decline what we cannot.

Engagement models

How engagements are scoped

Model Shape Fits
Assessment Fixed fee, time-boxed, defined deliverables First engagement, almost always
Architecture Fixed fee, design package You will build, or you need a design to approve and fund
Implementation Milestone-based, acceptance criteria per milestone Building a production system
Platform Phased, quarterly outcomes Multi-use-case foundation
Operations Retainer, defined service levels Post-production ownership

We do not do staff augmentation. Every engagement has defined outcomes, artifacts, and acceptance criteria.

Start with an assessment, not a proposal.

Phase 01 is a fixed-fee, time-boxed engagement that produces a roadmap you own — executable by us, by another firm, or by your own team.

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Direct response from an engineer. Typically within one business day.