Pricing

Design partnership is where the validation record is load-bearing. Self-serve SaaS exists so you can run the loop on your own data first.

Design partner · enterprise

Smaller ML teams
$30K – $200K
/ year
  • → Loop wired against your data, one team, one model class to start
  • → All six honest-eval validators on every spec
  • → MCGrad subgroup multicalibration on your subgroup definitions
  • → Distribution-shift decomposition + OOD detection
  • → Audit-ready HTML model card per run
  • → Managed deployment; bring-your-own-key for LLM
Talk to us
Workflow integration
Enterprise
$200K – $1M+
/ year
  • → Core workflow placement; multiple teams and model classes
  • → Validation record integrates with your eval infrastructure
  • → Self-hosted deployment, dedicated GPU pool
  • → SAML + SCIM, SOC2 evidence packet, DPA
  • → Custom validators specific to your domain
  • → Custom promotion thresholds, custom subgroup definitions
  • → Strategy-domain preview included (agent-code, RL)
  • → Dedicated CSM
Contact sales

Design partners during the early phase get below-band pricing in exchange for co-developing on shared roadmap items. The validation record we produce is yours when the engagement ends.

Self-serve · try the loop yourself

Tabular classification + regression on uploaded CSV / parquet. Honest-eval (all six validators), MCGrad calibration, model card, and the predict endpoint are included on every plan — the differentiator is how much compute we'll let you spend.

Free
$0
/ month
  • → 5 runs / month
  • → 2 datasets · 500 predict calls / month
  • → Hyperparameter sweep strategist
  • → All 6 validators (shuffled-label, randomized-feature, secondary-holdout, perm-FWER, dist-shift, multi-cal)
  • → MCGrad calibration + model card + predict endpoint
  • × LLM agent strategist (needs token budget)
  • × LLM-authored feature pipeline code (enterprise only)
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Most popular
Starter
$49
/ month
  • → 100 runs / month
  • → 20 datasets · 10,000 predict calls / month
  • → 1M LLM tokens (Anthropic / OpenAI pool)
  • → LLM agent strategist + pre-execute critic
  • → Composable feature transforms (split, regex, hash, datetime, text)
  • → Everything in Free
  • → Email support
Start trial
Team
$199
/ month
  • → 1,000 runs / month
  • → 200 datasets · 100,000 predict calls / month
  • → 10M LLM tokens (or bring your own key)
  • → Up to 5 users · SSO (Google OAuth)
  • → Slack support
  • → Everything in Starter
Start trial

Frequently asked

What does a design partnership cost?

$30K–$200K/yr for smaller teams running one model class; $200K–$1M+/yr for workflow integration across multiple teams. Below-band pricing during the early phase in exchange for co-developing on shared roadmap items. Talk to us →

What is the validation record?

Every spec, every rejection, every promotion, every calibration update — SHA-256 audit-chained, contract-frozen, queryable. The deliverable that compounds across the engagement; the thing that costs more to rebuild than to license. Co-developed on your data; yours when the engagement ends.

Can I self-host?

Yes, on the enterprise plan. The engine is closed-source; we license it with a support contract. SAML / SCIM, SOC2 evidence, DPA, dedicated CSM. Contact sales →

What's a “run” on the self-serve plans?

One closed propose-run-validate-promote loop, regardless of how many iterations or specs it produces. A 5-iteration HP sweep with 30 specs is one run.

What happens at the run cap?

New runs return HTTP 402 with an upgrade link. In-flight runs still complete and findings remain queryable. No surprise overages.

Do I need to bring my own LLM key?

No. Starter and above include a token allowance against our LLM provider pool. Bring-your-own-key is supported on Team and Enterprise if you want billing on your own provider account.