Pricing
Not listed
Official monthly price not confirmed
- API
- Not confirmed
Finding the possibilities
Tokenless
● Identity checkedResearch · Vendor site 2026-10-04
Tokenless finds flaws in reinforcement-learning environments, evals, and graders that models exploit as reward hacking. The Y Combinator-backed team offers tooling and expertise to harden tasks so training signal reflects real capability gains.
- Category
- Research
- Free access
- Not confirmed
- API access
- Not confirmed
Is Tokenless right for you?
A good fit for
Labs training RL agents or running agent evals who need independent review of environment and grader robustness.
Before you choose
Services are engagement-based via contact requests without public monthly pricing on usetokenless.com.
Harden RL environments
Tokenless helps teams building RL training or agent evals close grader loopholes so measured progress reflects genuine capability rather than exploits.
What it can do
Features & capabilities
Unknown is different from unavailable. Each fact carries its own evidence.
| Capability | Value | Evidence | Checked |
|---|---|---|---|
| Problem | Site copy says complex RL tasks create opportunities for exploits that make gains look real when models hack graders. | Facts sourced | 2026-10-04 |
| Services | Tokenless provides tooling and expertise to find and fix environment flaws for training and eval teams. | Facts sourced | 2026-10-04 |
| Goal | Homepage states the mission is to end reward hacking in RL environments. | Facts sourced | 2026-10-04 |
Understand the total cost
Tokenless pricing & plans
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Frequently asked questions
What is Tokenless used for?
Tokenless finds flaws in reinforcement-learning environments, evals, and graders that models exploit as reward hacking. The Y Combinator-backed team offers tooling and expertise to harden tasks so training signal reflects real capability gains.
Does Tokenless have a free plan?
Not confirmed. This record does not confirm an ongoing free plan.
How much does Tokenless cost?
A listed monthly price has not been confirmed. See the plan cards for entitlements, billing commitments and seat minimums.
Can I use Tokenless through an API?
Not confirmed. API access and subscription access may have different terms; consult the linked sources.
What should I check before choosing it?
Services are engagement-based via contact requests without public monthly pricing on usetokenless.com.
Price history
No retained pricing changes yet. A current price alone does not establish a historical trend.
How this profile is supported
Identity and profile
Reviewed vendor source
Read original source ↗Facts apply to the named version and check date. Send a sourced correction if something changed.