agent · ai-coding-agents
Blackbox AI vs Vercel Agent
55 fields both were evaluated on, 26 of them different — including where one discloses something the other does not. Every value links to the document it came from. 29 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| Audit trail· | ||
| Explainability· | no public information blackbox.ai · checked Aug 7, 2026 | “Reasoning . . . Reasoned through it I’ll confirm the current cache-purge command shape, then request approval to purge vercel-site .”vercel.com · checked Aug 1, 2026 |
| Runtime governance· | no public information blackbox.ai · checked Aug 7, 2026 | “Permissions are tailored to your specific request, limited to the relevant teams, projects, and tools, and nothing more.”vercel.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 | “Permissions are tailored to your specific request, limited to the relevant teams, projects, and tools, and nothing more.”vercel.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 vercel.com · checked Aug 1, 2026 |
Agency
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| Human oversight· | no public information blackbox.ai · checked Aug 7, 2026 | “Human-in-the-loop, always Sandboxed execution keeps experimentation safe, and any impactful change only goes live with your explicit approval.”vercel.com · checked Aug 1, 2026 |
| Goal complexity· | no public information blackbox.ai · checked Aug 7, 2026 | “AI that answers questions, investigates production issues, takes approved actions, and reviews code.”vercel.com · checked Aug 1, 2026 |
| Action space· | no public information blackbox.ai · checked Aug 7, 2026 | |
| Operating environment· | no public information blackbox.ai · checked Aug 7, 2026 | “Built into your dashboard.”vercel.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| Initiative· | no public information blackbox.ai · checked Aug 7, 2026 | “Every production issue becomes a complete investigation, helping your team move from alert to resolution faster with less manual debugging.”vercel.com · checked Aug 1, 2026 |
Safety
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| Usage restrictions· | no public information blackbox.ai · checked Aug 7, 2026 | “Vercel Agent never trains on customer code if your Vercel Team's data sharing settings are set to 'off' or you are on an Enterprise plan.”vercel.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 vercel.com · checked Aug 1, 2026 |
| Data handling· | no public information blackbox.ai · checked Aug 7, 2026 | “Vercel Agent never trains on customer code if your Vercel Team's data sharing settings are set to 'off' or you are on an Enterprise plan.”vercel.com · checked Aug 1, 2026 |
Practicality
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| Pricing model· | Per-token Enterprise commits “Per-token Enterprise commits · rates improve with spend”blackbox.ai · checked Aug 7, 2026 | “Vercel Token Rate plus provider inference costs.”vercel.com · checked Aug 1, 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 | no public information vercel.com · checked Aug 1, 2026 |
| Availability· | ||
| Deployment options· | no public information blackbox.ai · checked Aug 7, 2026 | “Built into your dashboard.”vercel.com · checked Aug 1, 2026 Not in our latest capture. We captured this page again on Sep 2, 2026 and this quote was not there. How we re-check citations |
| 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 repository cloning failed before the acme-store build began.”vercel.com · checked Aug 1, 2026 |
Foundation models
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| Open weights· | open-weight model “Enterprise Inference runs the open-weight model that you choose”blackbox.ai · checked Aug 7, 2026 | no public information vercel.com · checked Aug 1, 2026 |
| Fine-tuning· | no public information blackbox.ai · checked Aug 7, 2026 | “Vercel Agent never trains on customer code if your Vercel Team's data sharing settings are set to 'off' or you are on an Enterprise plan.”vercel.com · checked Aug 1, 2026 |
Ecosystem
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| Protocols supported· | no public information vercel.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 | “Worked with 2 tools Requesting access 1 Confirm the vercel-site project Read the project metadata for vercel-site in the vercel team so the cache command targets the right project. 2 Purge the CDN cache Run the Vercel cache purge for vercel-site , limited to the CDN cache.”vercel.com · checked Aug 1, 2026 |
| Marketplace presence· | no public information blackbox.ai · checked Aug 7, 2026 |
Impact
| Field | Blackbox AI | Vercel Agent |
|---|---|---|
| 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 | no public information vercel.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 | no public information vercel.com · checked Aug 1, 2026 |
| Target sectors· | no public information vercel.com · checked Aug 1, 2026 |
Disclosed by neither
Both Blackbox AI and Vercel Agent publish nothing on these 29 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 29 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- High-risk domains
- Documented incidents
- Supported regions
- Support model
- Base models
- Model provider
- Model swappable
- Context window
- Multi-agent
- API access
- Open source
- Safety evaluations
- Red teaming
- Safety policy
- Model or system card
- Incident reporting
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Compliance certifications
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
Questions
- How do Blackbox AI and Vercel Agent compare on user base?
- Blackbox AI: 5M+ developers, including engineers at the world's largest companies. Vercel Agent: no public information disclosed.
- How do Blackbox AI and Vercel Agent compare on deployment scale?
- Blackbox AI: 5M+ developers, including engineers at the world's largest companies. Vercel Agent: no public information disclosed.
- How do Blackbox AI and Vercel Agent compare on target sectors?
- Blackbox AI: ENTERPRISE. Vercel Agent: no public information disclosed.
- How do Blackbox AI and Vercel Agent compare on price point?
- Blackbox AI: $1.40, $1.90, $0.74, $0.32, $0.60. Vercel Agent: no public information disclosed.
- How do Blackbox AI and Vercel Agent compare on open weights?
- Blackbox AI: open-weight model. Vercel Agent: no public information disclosed.