Document review
Inspect supplied records and return structured findings.
aiqorxAI & intelligent workflows / Claude integration
Claude models can support document analysis, extraction, and language workflows within a controlled application.
Talk through your project
A connected engineering approach
People, tasks, accessibility
Components, logic, integrations
Data, operations, maintenance
The architecture follows your product requirements.
01 / Where it fits
Inspect supplied records and return structured findings.
Connect a question to relevant source passages.
Prepare narratives for an accountable reviewer.
02 / Architecture
Bound inputs, validate structured responses, and keep source references connected to findings. Define handling for unavailable models and incomplete context.
Model confidence is not evidence. Important figures and conclusions should be checked against the source.
03 / Delivery & care
Evaluate representative inputs alongside ambiguous, adversarial, and unsupported requests. Track quality, latency, cost, and human corrections against a defined acceptance set.
Review the users, existing systems, constraints, and definition of success.
Document the architecture, interfaces, risks, and delivery scope.
Review working increments against real use cases and failure conditions.
Prepare operating guidance, ownership, and a practical maintenance plan.

Related work / Documented implementation
An editorial travel platform that turns an expert-curated guide into a personal trip, connecting the itinerary, map, budget, packing, and memories in one place.
Explore the project04 / A few useful questions
Model confidence is not evidence. Important figures and conclusions should be checked against the source.
Start with a code and architecture review. The useful outcome is a clear decision about what to keep, improve, or replace, with the dependencies and delivery risks made explicit.
The estimate depends on the workflows, integrations, platform requirements, and quality expectations. A focused discovery phase can reduce uncertainty before committing to the full build.
Agree on source ownership, documentation, monitoring, support responsibilities, and a maintenance plan as part of the engagement.
Something in mind?
Let's build