Codistry cuts AI coding token costs 48% for enterprise teams

turned-on MacBook Pro wit programming codes display

Seattle-based Adronite launched Codistry, an AI coding platform built for large enterprise codebases, with a central claim: roughly half the token cost of Claude Code on comparable tasks.

How It Works

The platform runs on Adronite’s patented Context Engine (ACE). Instead of dumping large chunks of a codebase into every prompt, ACE builds a relational map of the codebase once and keeps it current as the code changes. Each task gets only the slice of that map it actually needs, keeping prompts small and token costs down.

Indexing starts on install. According to Adronite, no extensive repository preparation is required beforehand.

The Benchmark Numbers

Adronite ran its own benchmarks comparing Codistry to Claude Code, with both tools running Claude Opus 4.8 in the cloud on the same prompts, tooling, and model settings. The company reports:

  • Average cost per task: ~48% lower than Claude Code
  • On the open-source backend project PocketBase: per-task cost fell from $2.12 to $1.10

The PocketBase figure includes Codistry’s one-time indexing cost spread across subsequent tasks, priced at standard non-batch rates.

Deployment and Target Market

Codistry works with frontier models and supports open-weight models that customers host themselves. Deployment options cover public cloud, private cloud, on-premises servers, and air-gapped environments. Source code does not need to leave infrastructure the customer controls.

Adronite is targeting regulated industries and midmarket companies that cannot send proprietary code to an outside endpoint.

Company Background

CTO Edward Rothschild co-founded Adronite in Seattle in 2023. CEO William Colleran, previously chief executive of RFID chipmaker Impinj, took over in July. Gatemore Capital Management led a $5 million Series A round in February.

To mark the launch, Adronite is running a 72-hour developer challenge. Entrants build an interactive web app on Codistry from a fixed token budget; submissions are scored on efficiency. First prize is $5,000, with developer-configured Mac minis for runners-up.

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