Implementation Services

Move from a promising workflow to monitored production—with clear gates at every stage.

Denalix assesses the value case, designs the workflow and controls, builds a bounded prototype, evaluates it with realistic scenarios, integrates it into existing systems, and supports monitored operation.

Scope, deliverables, timing, and production responsibilities depend on the engagement, customer architecture, connected systems, and approval process.

A gated delivery model

Advance when the evidence supports it.

Business value, engineering, evaluation, security, integration, and operating ownership move together—not as separate workstreams that meet at the end.

Assess

Inputs: Workflow owners, artifacts, systems, current measures
Work: Map work, friction, decision boundaries, evidence, and value
Example output: Prioritized workflow and implementation hypothesis
Exit gate: Worth solving with an explicit scope

Design

Inputs: Target workflow, policies, data, integration constraints
Work: Define tools, evidence, deterministic logic, review points, and controls
Example output: Target flow, architecture, control model, and evaluation plan
Exit gate: Safe and feasible enough to prototype

Prototype

Inputs: Representative cases and approved development access
Work: Build the bounded workflow, integrations, prompts, rules, and traces
Example output: Working path for realistic scenario testing
Exit gate: Coherent behavior across the defined scope

Evaluate

Inputs: Test set, expected behavior, failure scenarios, thresholds
Work: Measure grounding, citations, tool use, adversarial behavior, cost, and latency
Example output: Evaluation results, defects, limitations, and release evidence
Exit gate: Approved against agreed criteria

Integrate

Inputs: Production pathways, security controls, operating ownership
Work: Connect systems, validate permissions, prepare users, and release carefully
Example output: Production workflow with runbooks and accountable owners
Exit gate: Operational readiness and authorization

Operate

Inputs: Telemetry, feedback, incidents, workflow and model changes
Work: Monitor, review, improve, and control changes over time
Example output: Quality, cost, latency, reliability, and exception visibility
Exit gate: Continued fitness for approved use

Six connected workstreams

Production readiness is an operating property.

A model demo can be convincing while the workflow around it remains unready. Denalix keeps every production dependency in view.

Six interlocking material workstreams forming one stable production bridge — Readiness architecture / illustrativeEvery workstream carries part of the path to production.

01Business process

02Data & evidence

03Integration architecture

04AI quality

05Security & governance

06Adoption & operations

Example deliverables

Artifacts your teams can use after the engagement.

Illustrative only. The actual set is agreed from the workflow, environment, risk, and intended operating model.

Current-state workflow map

AI suitability and value assessment

Target architecture and integration map

Evidence and human-review model

Evaluation suite and release criteria

Security and threat-model findings

Runbook, telemetry, and ownership model

Phased roadmap and backlog

AI Workflow Assessment

Bring one workflow. Leave with a practical path.

We’ll map the bottleneck, evidence, controls, integration needs, and a phased implementation approach.

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