We make your agents faster. cheaper. reliable. production‑ready.
The company building the tools that take AI agents from prototype to scale — optimized for cost and performance, observable in production, and ready for real users.
Support all agents
Claude Code
Codex
Cursor
Antigravity
DeepSeek
Gemini CLI
OpenClaw
CopilotClaude CodeCodexCursorAntigravityDeepSeekGemini CLIOpenClawCopilotOne mission: agents you can trust
TKM-AI builds focused tools for the hardest parts of running agents in the real world — from the data center to the lecture hall — with more on the way.
Uniro
Agent routing for optimal cost-performance
Route every request to the model that gives the best answer for the lowest cost and latency — with automatic failover and live observability built in.
- Cost-aware multi-model routing
- Automatic failover & caching
- Tracing and evals out of the box
PaperMentor
Academic paper review at university scale
An academic agent that reviews papers, checks citations, and returns structured, rubric-aligned feedback — deployable department-wide to mentor thousands of students at once.
- Structured, rubric-aligned review
- Citation & integrity checks
- Scales to every student
How TKM-AI takes agents to scale
One backbone — optimize, deploy, observe — powers every product we build.
Optimize
Compress, cache, and route every request so your agents run lean — without touching their logic.
Deploy
Ship to autoscaling infrastructure in one step, from prototype to global production.
Observe
Trace every run, score quality with evals, and catch regressions before your users do.
Built by researchers and engineers obsessed with how agents run
TKM-AI brings together researchers and engineers — people advancing the techniques behind efficient, reliable agents, not just wiring up what already exists. We pair frontier research with production engineering so AI agents are cheaper, faster, and more dependable to run, from prototype to scale.
Research-driven
Our team advances the methods behind efficient, reliable agents — research rigor, shipped into products.
Cost-aware by default
Every optimization is measured against quality, not just price — so you never trade accuracy for a lower bill.
Production-first
Tracing, evaluations, and automatic failover are built in from day one, not bolted on later.
Model-agnostic
Route across providers and models — you're never locked into a single vendor.
Let's build agents the world can rely on
Tell us what you're building and we'll point you to the right tool.