Products

We do not just advise. We build.

Two shipped products, one build culture, no vaporware. Built by operators, for operators. Our cofounder built healthcare software for operators before this company, and the instinct carries: build the tool the operator wishes existed.

Orion Tuner

Mission control for local AI. Tune, benchmark, and prove local AI models on your own hardware. Four inference engines in one desktop app: vLLM, llama.cpp, MLX, TensorRT-LLM. Hardware aware tuning recipes, real benchmarks with statistical safeguards, quality lanes that verify the model still thinks, and a Command Center for your whole fleet.

$10 once. Offline. No telemetry. No subscription.

  • Four engines unified in one app
  • Hardware aware from second one
  • Real benchmarking with statistical safeguards
  • 116 trap guard registry, 11 preflight checks
  • 450+ automated tests, clippy clean
  • Offline Ed25519 license, no account, no phone home

Shipped (v1.2.0)

Building now Agent Control Layer, an MCP server built into the app so AI agents can operate Orion Tuner natively.

See Orion Tuner

Larder

The private family grocery app that knows what you have so you buy what you need. Receipt to pantry in seconds. Runs entirely on your own devices. No Larder cloud, no server holding your data.

  • Receipt to pantry in seconds, 43 of 43 on a real Costco receipt
  • USDA FoodKeeper shelf life data, 93 foods
  • 400+ automated tests gate every release
  • No cloud, no account, no ads, no telemetry
  • Encrypted backup with keys you hold

In early access (early list now, not sold in any store yet)

Building now Android version and payments and licensing rollout.

See Larder

Building now

Building now

Both products are alive. Here is what is next.

Orion Tuner

  • Building now Agent Control Layer: an MCP server built into the app so AI agents can operate Orion Tuner natively. Localhost only, token authenticated, scoped, audited. Your override always wins.
  • Building nowSpeculative decoding A/B
  • Building nowSGLang engine support
  • Building nowMulti node mesh recipes

Larder

  • Building nowAndroid version in progress
  • Building nowPayments and licensing rollout in progress

All items carry the "Building now" badge. No dates. No superlatives. Just the work.

The engineering trust numbers

The engineering trust numbers

We do not just say we build. The numbers prove it.

4Four inference engines unified in Orion Tuner
76+App operations
116Trap guard registry distilled from real model serving failures
11Preflight checks that catch real failure modes
450+Automated tests, clippy clean
400+Automated tests gate every Larder release

And: real receipts, fixture verified 43 of 43 on a Costco golden fixture. These are not marketing numbers. They are engineering facts from the build.

Need a built solution?

Need a built solution?

If off the shelf is not enough, we build it. Start with a consultation and tell us what you need.

sales@theorioncompanies.com