
PRAXIST
Autonomous research system for measurable, computer-executable research.
The Lens
By Erik Loyd, SaaS CEO and former COO/CFO of an AWS Premier Partner.
Updated Sep 2026
Praxist runs research as a long-lived process instead of a chat session. You point it at a project that already runs and has a measurable objective, and it coordinates parallel research agents, evaluates each one against a task-owned scoring function, keeps durable evidence of what was tried, and carries findings from one generation of attempts into the next. The pitch is a personal R&D team rather than a coding assistant.
Setup is real work. It is a Python 3.11+ install with agent and Codex extras, an interactive wizard covering license acceptance, credentials, and readiness checks, then a separate takeover step that creates a project contract before any research runs. It works with a Codex subscription and no API key, or against open source model APIs, which the docs recommend for sustained runs because of the cache-hit rate. Long autonomous runs mean real token spend regardless of who serves the model.
Free for individuals and companies under $1,000,000 in annual revenue. Cross that line and you need a paid commercial license from Sapient Intelligence. Solo researchers and small teams pay nothing today. Anyone at scale needs to price the license before building on it.
The catch is that this is Fair Source, not open source. You may use and modify it internally, but you may not redistribute, sublicense, or resell it, and the revenue threshold follows your whole company. That is a legal review, not a `pip install`.
Free vs Self-Hosted vs Paid
source availableFree (Source Available)
- Full source under the Fair Source License 1.0, free to use and modify internally while company-wide annual revenue is under $1,000,000
- Parallel research peers, task-owned evaluation, durable evidence store, generation-to-generation synthesis
- Codex-native mode works against an existing Codex subscription with no API key
- Claude Code and Codex skill packaging, documented install and OOBE runbook
Paid
- A commercial license from Sapient Intelligence is required once aggregate annual revenue of the licensee and its affiliates reaches or exceeds $1,000,000 USD
- Pricing is not published. It is a negotiated agreement, so budget time for procurement as well as money
Self-Hosted Costs
The software is free to run, but the model bill is not. Praxist is designed for sustained autonomous runs across parallel agents, so the meaningful cost is inference: either an existing Codex subscription, or per-token spend against open source model APIs. Expect that to dominate. Plan for a machine that can babysit long-running jobs, and for the disk the evidence store consumes.
When to Pay
You do not choose to pay, the license chooses for you. Under $1M in revenue it is free. At or above $1M you must obtain a commercial license before continuing to use it, and that applies to affiliates too. If you are anywhere near that line, get the license terms reviewed before this becomes load-bearing.
Free under the Fair Source License while company-wide revenue is below $1,000,000. Above that a paid commercial license from Sapient Intelligence is mandatory.
What to do by team size
- Solo
- free under the revenue threshold; the real cost is inference, not the license
- Small team
- free while company revenue stays under $1M, but read the license before you depend on it
- Medium team
- check revenue against the $1M threshold now, not after you have built on it
- Large team
- Commercial license required. Get terms priced before any pilot
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Trust Signals
License: Fair Source License 1.0
Editorial override 2026-09-01. Fair Source License 1.0: internal use and modification are permitted free while company-wide annual revenue stays under $1,000,000 USD. At or above that threshold a paid commercial license from Sapient Intelligence is required. Redistribution, sublicensing and resale are prohibited at any revenue level.
Commercial use: ✗ Restricted
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