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AI lab results, without an AI lab.

Train custom models that rival the frontier, for a fraction of the price.

Watch the 6-minute demoWatch demo

The work of an ML team, run by agents.

Point Claude Code, Codex or any MCP client at your data. It fixes the data, writes new examples, compares models, fine-tunes the best candidate and serves it, and you review every step in the app.

Brian ArmstrongCEO, Coinbase

“The frontier models are amazing generalists. But increasingly you’ll see specialist models out perform on more narrow tasks.”

Oct 11, 2026, on Coinbase’s post-trained fraud model

From Coinbase’s write-up of its post-trained Qwen3.5-9B.

  • +9.6 ptsF1 over Opus 4.5 on their fraud benchmark
  • 55%lower latency in production, 0.68 s against 1.52 s
  • < $100to post-train Qwen3.5-9B, on one GPU

See the price of every step before it runs. Pay for GPUs only while jobs run.

  • frontier-pro
    frontier-flash
    qwen3.5-4b
    yours, trained

    Compare frontier and open models side by side

    Run frontier and open models on the same examples, grade them the same way, and score your fine-tuned model next to them.

  • Suspect label 30Duplicate 31Leak 2Synthesized +2,000

    Fix the data before you train

    Catch duplicates, leaks and wrong labels on every row, and have a teacher model write the examples you're missing.

  • Estimate$1.12 · ~4 minActual$1.06 · 3m 48s

    Get a quote before every run

    See what a run will cost before you start it and what it cost when it ends. We run the GPUs, so you never manage an instance.

  • Work from Claude Code, Codex or any MCP client

    Hand the whole job to your agent, then review every decision it made, from data fixes to training settings, in the app.

Replace the classification and extraction work you send to frontier models today.

  • Fraud screening

    3rd new card in an hour, $6.71RISK_LEVEL: 5 · hold

  • Support ticket triage

    Charged twice for March…billing · high · success

  • Invoices and receipts

    INV-20931 $1,240.00vendor, date, total, tax

  • Insurance claims intake

    rear-ended at a light, 2 photosauto · collision · fast-track

  • Contract review

    …renews for 36 months unless…flag: auto-renewal

  • Identity checks

    passport scan, expires 03/2025expired · manual review

  • Transaction categories

    SQ *BLUE BOTTLE 0412meals · coffee

  • Medical coding

    chest pain, MI ruled outICD-10 R07.9

  • Security alert triage

    4 failed logins, new countrysuspicious · page on-call

  • Redaction

    call Dana at 555-0142call [name] at [phone]

Talk to us about your first model.

Describe the task and its data, and we'll tell you whether a custom model fits and what it will cost.

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