agent · ai-coding-agents
Blackbox AI vs CatDoes
55 fields both were evaluated on, 24 of them different — including where one discloses something the other does not. Every value links to the document it came from. 31 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Blackbox AI | CatDoes |
|---|---|---|
| Audit trail· | “CatDoes Watch is our error monitoring solution that's built into every project. When you encounter any errors during development, or when you publish your app and your users encounter any errors or crashes, you can see them in your dashboard and ask the AI agents to fix it.”catdoes.com · checked Aug 1, 2026 | |
| Explainability· | no public information blackbox.ai · checked Aug 7, 2026 | “An autonomous AI agent plans the work, writes the code, runs the tests, and ships the build.”catdoes.com · checked Aug 1, 2026 |
| Permission scopes· | “SSO sign-in across every surface One commit covers the full organization”blackbox.ai · checked Aug 7, 2026 | no public information catdoes.com · checked Aug 1, 2026 |
| Evaluation coverage· | “Independent measurements, not claims. Artificial Analysis independently measured our output speed on NVIDIA Nemotron 3 Ultra.”blackbox.ai · checked Aug 7, 2026 | no public information catdoes.com · checked Aug 1, 2026 |
Agency
| Field | Blackbox AI | CatDoes |
|---|---|---|
| Autonomy level· | no public information blackbox.ai · checked Aug 7, 2026 | “An autonomous AI agent plans the work, writes the code, runs the tests, and ships the build.”catdoes.com · checked Aug 1, 2026 |
| Human oversight· | no public information blackbox.ai · checked Aug 7, 2026 | “Edit the code. Own the code. Open any file from the dashboard and edit it yourself.”catdoes.com · checked Aug 1, 2026 |
| Goal complexity· | no public information blackbox.ai · checked Aug 7, 2026 | “Describe what you need. An autonomous AI agent plans the work, writes the code, runs the tests, and ships the build.”catdoes.com · checked Aug 1, 2026 |
| Action space· | no public information blackbox.ai · checked Aug 7, 2026 | “An autonomous AI agent plans the work, writes the code, runs the tests, and ships the build.”catdoes.com · checked Aug 1, 2026 |
| Operating environment· | no public information blackbox.ai · checked Aug 7, 2026 | “The AI agent runs in the cloud on its own computer.”catdoes.com · checked Aug 1, 2026 |
| Initiative· | no public information blackbox.ai · checked Aug 7, 2026 | “An autonomous AI agent plans the work, writes the code, runs the tests, and ships the build.”catdoes.com · checked Aug 1, 2026 |
Safety
| Field | Blackbox AI | CatDoes |
|---|---|---|
| Incident reporting· | no public information blackbox.ai · checked Aug 7, 2026 | “CatDoes Watch is our error monitoring solution that's built into every project. When you encounter any errors during development, or when you publish your app and your users encounter any errors or crashes, you can see them in your dashboard and ask the AI agents to fix it.”catdoes.com · checked Aug 1, 2026 |
| Third-party evaluations· | “Independent measurements, not claims. Artificial Analysis independently measured our output speed”blackbox.ai · checked Aug 7, 2026 | no public information catdoes.com · checked Aug 1, 2026 |
Practicality
| Field | Blackbox AI | CatDoes |
|---|---|---|
| Pricing model· | Per-token Enterprise commits “Per-token Enterprise commits · rates improve with spend”blackbox.ai · checked Aug 7, 2026 | |
| Price point· | $1.40, $1.90, $0.74, $0.32, $0.60 “zai glm-5.2 Text 1M $1.40 DEPLOY moonshotai kimi-k2.7-code-highspeed Code 262K $1.90 DEPLOY moonshotai kimi-k2.7-code Code 262K $0.74 DEPLOY nvidia nemotron-3-ultra-550b-a55b Text 1M $0.32 DEPLOY alibaba qwen3.7-plus Text 1M $0.32 DEPLOY minimax minimax-m3 Text 1M $0.60”blackbox.ai · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | |
| Availability· | ||
| Deployment options· | no public information blackbox.ai · checked Aug 7, 2026 | “The AI agent runs in the cloud on its own computer.”catdoes.com · checked Aug 1, 2026 |
| Integrations· | “The Agents API, the VS Code extension, and the CLI.”blackbox.ai · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | “GitHub integration lets you import an existing repo or export the full codebase any time.”catdoes.com · checked Aug 1, 2026 |
| Support model· | no public information blackbox.ai · checked Aug 7, 2026 |
Foundation models
| Field | Blackbox AI | CatDoes |
|---|---|---|
| Open weights· | open-weight model “Enterprise Inference runs the open-weight model that you choose”blackbox.ai · checked Aug 7, 2026 | no public information catdoes.com · checked Aug 1, 2026 |
Ecosystem
| Field | Blackbox AI | CatDoes |
|---|---|---|
| Protocols supported· | no public information catdoes.com · checked Aug 1, 2026 | |
| Tool use· | “Agents & tooling The Agents API, the VS Code extension, and the CLI.”blackbox.ai · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | “An autonomous AI agent plans the work, writes the code, runs the tests, and ships the build.”catdoes.com · checked Aug 1, 2026 |
Impact
| Field | Blackbox AI | CatDoes |
|---|---|---|
| User base· | 5M+ developers, including engineers at the world's largest companies “5M+ developers, including engineers at the world's largest companies, build with BLACKBOX.AI”blackbox.ai · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | “Real apps and websites, shipped by CatDoes users.”catdoes.com · checked Aug 1, 2026 |
| Deployment scale· | 5M+ developers, including engineers at the world's largest companies “5M+ developers, including engineers at the world's largest companies, build with BLACKBOX.AI”blackbox.ai · checked Aug 7, 2026 Not in our latest capture. We captured this page again on Sep 17, 2026 and this quote was not there. How we re-check citations | |
| Target sectors· | “Business Owners Designers Startup Founders People with Ideas”catdoes.com · checked Aug 1, 2026 |
Disclosed by neither
Both Blackbox AI and CatDoes publish nothing on these 31 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 31 identical table rows. Each is shown with its source check on the individual profiles.
- High-risk domains
- Documented incidents
- Supported regions
- Base models
- Model provider
- Model swappable
- Fine-tuning
- Context window
- Multi-agent
- API access
- Open source
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Data handling
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Runtime governance
- Compliance certifications
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
Questions
- How do Blackbox AI and CatDoes compare on open weights?
- Blackbox AI: open-weight model. CatDoes: no public information disclosed.