Let a small model do the reading.

Ganglio reads your codebase with a cheap model and hands your coding agent only what matters.

Join the betaSee the numbers →

Your agent thinks. Ganglio reads.

  1. 01Your agent asks.
  2. 02A cheap model reads the files.
  3. 03Your model gets only the essentials.
  4. Nothing replaces your premium model. It just reads less.

Measured, not promised.

Fresh repositories the model has never seen. Where it didn’t pay off, we say so.

Which files does the fix touch?
−93%premium-model cost
0.70 vs 0.61file recall
150 issues · 66 fresh repos · 4 languages
≈80 s per issue
Where is X done?
−97%premium-model cost
0.83 vs 0.70functions found
159 functions · 16 fresh repos
≈13 s per task
Code the model already knows
+8%cost, no gain
8.4 vs 8.6answer quality, of 10
150 questions · 15 popular repos
skip Ganglio here

Baseline: the same premium model given the 20 best keyword-matched code chunks. 95% intervals, paired. Benchmarks on a research harness — your dashboard measures your own tasks. Method and raw runs →

Know the limits

Four steps.

  1. 1Pick your tool [Supported tool]
  2. 2Get a key
  3. 3Install
  4. 4Run a real task

What leaves your machine, where your key lives and who pays for premium calls — answered before you connect.

$ [install command]
$ GANGLIO_KEY=gk_live_••••••••
→ connected

Free to try. Pay when it pays off.

Paid[PRICE] / mo[LIMIT] [unit] a monthAfter the trial
EnterpriseLet’s talk.
The reader runs in your VPC or on-prem. 96% of your code never leaves it.Contact us

Your code. Your data.

How are savings calculated?

Your premium usage with Ganglio is measured. What it would have been without is an estimate, and we label it that way. Not enough data? We say so.

What leaves my machine?

[The files your agent hands over for the task — scope, processors and retention from the data policy.]

Is my code used for research?

Only if you opt in. Off by default.

Who pays for the premium calls?

[You, via your provider / included — to decide. Your key: stays in your tool / stored — to decide.]

Join the beta.

Your code is used for research only if you opt in. Off by default. What leaves your machine →