Long context that stays sharp
A million tokens is only useful if attention holds at the far end. Axon is trained and evaluated on retrieval at depth, not on the first page.
Every answer arrives with the steps, the sources and the things it chose not to do — so you can check it before your customers do.
Opened arr_by_cohort.csv, churn_q3.sql and the Q3 board deck — 41,208 tokens in all. Two of the three defined “active account” differently, so it kept the warehouse definition and recorded the conflict rather than silently picking one.
Did gross churn actually move? Which segment moved it? Does seat count explain that segment? Did enterprise hold flat? Ordered so questions two and three could share a single query.
Joined subscriptions to accounts across six quarters, grouped by cohort and seat band. 812 rows back in 2.1s. The result was cached and reused by the check step instead of being re-queried.
Recomputed 4.1% and 0.6% from raw rows rather than from the pivot table. Both matched to two decimals, so nothing was corrected — but that recomputation is what makes the number safe to quote.
Two sentences, six sources. A third claim about expansion revenue was dropped: only the board deck supported it, and the deck is downstream of the warehouse, not independent of it.
Not a longer list of features — three design decisions that change what you can safely put it in front of.
A million tokens is only useful if attention holds at the far end. Axon is trained and evaluated on retrieval at depth, not on the first page.
It writes and runs code, queries your warehouse and reads your docs — and tells you which of those it skipped, and why.
Every answer ships with the steps that produced it. Disagree with step three and you can re-run from there.
Retrieval at 900k tokens of context — the case where every model's headline number stops being true.
Illustrative figures for a design template — not a published evaluation. Competitor names are placeholders. Run your own evals before choosing a model.
Tell us where to send the key. You get $5 of credit and a sandbox project — no card, no call.
We would normally send it to . Nothing left this page — this is a design template with no back end.
Design template · no data is sent anywhere