Applications & operations
IMFIT connects AI-assisted conversations, knowledge review, lead workflows, backend services and a mobile application.
Explore IMFITAbout Anvayric
Build from experience.
Stay curious about what’s next.
A founder-led applied AI engineering company, developing through implementation, research and conversations with the people doing the work.
Why I’m building Anvayric
Why I build the system
around the model.
Working on IMFIT brings me close to the steps around a customer enquiry: keeping business information current, understanding what someone needs, coordinating follow-up and giving staff usable software.
That experience informs Anvayric, an applied AI engineering company working across agents and AI applications, data integration and intelligent workflows. IMFIT is a foundation to inspect; it is not a limit on the kinds of systems we can scope.
My foundation is backend systems, APIs, cloud infrastructure and application development. I’m developing the company through implementation work, research and conversations with teams facing similar problems.
I’ll share the decisions, the limits and what we learn along the way.
A foundation to build on.
A direction to test.
We distinguish what the existing work demonstrates from capabilities we still need to validate.
Agents, tools & smaller models
Investigate customer-specific integrations, bounded agents and smaller models for defined tasks. These are directions to evaluate, not a catalogue of completed systems.
Read our thinkingStart with a real task
Bring a task, its information sources and the people who use the result. We can assess the approach and agree a scoped engagement. I also publish implementation notes and proposed research separately.
Share a business problemScoped AI engineering
Have a task in mind?
Let’s assess the fit.
Start with the work, the information it needs and the question you want to answer.