AI Built for production LLM agents

Ship AI agents that are fast, cheap, and reliable.

TKM-AI helps teams optimize and deploy LLM-based agents — cutting latency and cost while keeping quality high. From prototype to production.

Get in touch See how it works

Working with early teams building LLM agents

Monthly cost↓ 68%

Baseline

$4,200

TKM-AI

$1,340

p50 latency3.3× faster

Baseline

1,180 ms

TKM-AI

360 ms

Requests / month1.0M

$2,860 saved / month

Illustrative estimate based on typical workloads — your numbers will vary.

Support all agents

Claude Code

Codex

Cursor

Antigravity

DeepSeek

Gemini CLI

OpenClaw

Copilot

Claude Code

Codex

Cursor

Antigravity

DeepSeek

Gemini CLI

OpenClaw

Copilot

Cost

Prompt compression, caching, and token trimming reduce spend without sacrificing quality.

Speed

Adaptive routing sends each request to the fastest model that can handle it.

Scale

Autoscaling infrastructure with tracing, evals, and automatic failover.

The platform

Everything you need to run agents in production

One platform to optimize, deploy, and observe LLM-based agents — so your team ships quality without burning budget.

Agent optimization

Compress prompts, cache aggressively, and trim wasted tokens automatically — without touching your agent logic.

prompt compressionsemantic cache

Efficient deployment

Push an agent and we autoscale it across regions with sub-second cold starts. No infra to babysit.

autoscaleedge deploy

Observability & eval

Trace every step, score quality with custom evals, and catch regressions before they reach a user.

tracingeval suites

Adaptive routing

Route each request to the right model by cost, latency, and capability — and fail over automatically.

multi-modelauto-failover

How it works

From prototype to production in three steps

Bring the agent you already have. We handle the rest of the path to scale.

Connect your agent

Wrap your existing LLM calls with our SDK, or import from LangChain and LlamaIndex in a few lines.

Optimize automatically

TKM-AI profiles every run, then compresses, caches, and routes to keep quality up and cost down.

Deploy & monitor

Ship to autoscaling infra with one command and watch traces, costs, and evals in real time.

About us

Built by engineers obsessed with agent performance

TKM-AI exists to make LLM-based agents cheaper, faster, and more reliable to run — so teams can move from prototype to production with confidence. We focus on the unglamorous parts: latency, cost, and reliability under real traffic.

FocusLLM agent optimization

What we tackleCost · Latency · Reliability

DeploymentAutoscaling infrastructure

StageWorking with early teams

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.

Developer-friendly

A drop-in SDK and clean APIs that fit the stack and workflow you already have.