Research assistance
Extract and summarize relevant supplied information.
aiqorxAI & intelligent workflows / Gemini integration
Gemini models can support language, document, and multimodal tasks through an application-controlled interface.
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
Extract and summarize relevant supplied information.
Produce constrained outputs for application use.
Check a response against a defined evidence set.
02 / Architecture
Keep tool permissions and validation in the application. Select a suitable model and test output schemas, context limits, and failure handling.
Model output needs evaluation and verification. Review cost, latency, and data handling requirements for the chosen endpoint.
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
A working AI prototype that gives wealth management advisors live market context, SEC-grounded company intelligence, and a source trail for every material claim.
Explore the project04 / A few useful questions
Model output needs evaluation and verification. Review cost, latency, and data handling requirements for the chosen endpoint.
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