Quality, expressed.

Thanmai (தன்மை) — Tamil for quality, the inherent essence of a thing. We are an AI company: consulting that gets models into production, product development that ships, and LLM model training tuned to your domain.

What we do

Three services, one standard: quality is the default, not the option.

01
AI Consulting
From "we should use AI" to a working system. We assess where models actually pay off, design the architecture, and get it into production — local-first, model-agnostic, and built to be measured.
02
Product Development
Full-stack AI products, end to end: pipeline, interface, and the self-improvement loop that keeps getting better after launch. We ship platforms, not one-offs — the Video Factory is the proof.
03
LLM Model Training
Fine-tuning and evaluation tuned to your domain: data curation, training runs, and the eval harness that proves the model improved before it ships. Every claim carries a source; math is executed, never spoken.

Proof, not promises

We build what we sell. The Video Factory is our flagship product — an automated content pipeline we run ourselves, at scale.

Video Factory
An automated pipeline — ingest → script → voice → visuals → edit → publish → measure — that turns topics into published, professional video for sports, AI, and trending niches.
Trend Radar
Local ingestion of trending signals, ranked into daily briefs — so the factory always has something worth saying.
Script Studio
Niche-tuned script templates with fact-grounding. No hallucinated stats — every claim carries a source.
Self-Improvement Loop
Metrics in, better product out. The stack measures its own output and proposes the next improvement.
Agent Organization
The company runs on a roster of specialized AI agents — engineering, finance, compliance, security — each with a bounded role.
Local-First Runtime
Everything runs on our own hardware before it touches the cloud — MLX, Ollama, vLLM. Model-agnostic by design, portable by construction.

Quality is the default, not the option.

Local-first, model-agnostic, and built to improve itself. Follow the work as it ships.