Audit the knowledge
Identify authoritative sources, conflicts, freshness, ownership and access boundaries. Separate approved facts from draft ideas and unsupported assumptions.
Context Engineering / Everatio
Give AI the context the work requires.
Build a maintained system of sources, instructions, permissions and evaluations so AI can perform a specific business task with fewer avoidable errors.
The constraint
Start with the work
that needs to improve.
Your best people know which document is current, which claim is approved and which exception matters. A model does not inherit that judgment. Context scattered across documents, CRM records and messages produces inconsistent work.
What we build together
Build the context path
Design the hierarchy, retrieval, instructions and tool scope around a defined task. Keep source references inspectable and make missing information explicit.
Evaluate and maintain
Create representative test cases, known failure cases and a review process. Define how sources are updated, conflicts are resolved and regressions are caught.
Illustrative workflow / not a client result
An account brief a seller can inspect
The workflow receives authorized CRM history, current offer guidance and approved customer evidence. It returns a cited brief and open questions. If a source is stale or absent, it reports the gap rather than inventing an answer.
01Authorized inputs↓
02Scoped workflow↓
03Human review↓
04Evaluated output
What we need from you
A bounded business task, authorized source access, someone accountable for source quality and representative examples of good and poor output.
How we evaluate it
Groundedness, completeness, permission boundaries, correction effort and usefulness on real tasks. Test sets are versioned as the work changes.
Boundaries, clearly stated
Context engineering reduces specific failure modes; it does not make model output infallible. Sensitive or consequential actions retain appropriate human review.
Make the next step concrete
Bring us the
constraint.
We’ll review the fit, the evidence and the people needed to move it forward.