AI development services
Choose AI assistance only where it earns its place.
We scope authority, source permissions, evaluation and recovery before choosing an approach. Regulated work requires verified expertise and contractual requirements; this page establishes no certification or delivery history.
- Engagement scope
- Proposed
- Approval boundary
- Human review
- Approach before autonomy
- Evaluated
- Timing and staffing
- Agreed
Engagement scope
Approval boundary
Approach before autonomy
Timing and staffing
Capabilities
Capabilities to scope and validate.
These are proposed engineering capabilities to scope and validate, not a claim of verified integrations, certification or accepted client delivery.
Agent architecture
Authority boundaries before capability: what an agent may decide, what it must escalate, and what it can never touch — expressed in the system, not in a prompt.
Evaluation harnesses
Regression suites for non-deterministic behaviour. You ship model and prompt changes because a suite passed, not because a demo looked convincing.
Audit trails
Design scoped records of sources, model version, review and outcome with redaction, access and retention agreed. This is intended design, not verified logging coverage.
Retrieval and data model
Grounding on a domain model that answers the question being asked. Evaluate source quality, retrieval permissions and task fit instead of assuming a model change solves the problem.
Workflow integration
AI placed inside the operating workflow — intake, review, approval, exception — rather than parked in a chat box beside it.
Cost and latency control
Model routing, caching and fallbacks sized to the workload, with per-feature unit economics visible before the invoice arrives.
Sequencing
The autonomy ladder — climbed in order, never skipped.
01
Assisted
AI drafts, a human decides. Evaluate usefulness, source citations, uncertainty and review cost before adoption.
02
Enabled
AI executes bounded steps within a workflow and escalates anything outside its envelope. Requires evaluation and monitoring to be real.
03
Agent-run
Agents own an end-to-end process with recorded authority, spend limits and human override. Reachable only once the two rungs below are in production.
Start
Describe the system. Get an architect's read on it.
Describe one workflow without sensitive records. Scope, availability, access and commercial terms require agreement; no production outcome follows from an inquiry.