Blackbox AI vs OpenHands
55 fields both were evaluated on, 23 of them different — including where one discloses something the other does not. Every value links to the document it came from. 32 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Blackbox AI | OpenHands |
|---|---|---|
| Audit trail· | Audit logs offered alongside budget controls “Audit logs and budget controls”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations | |
| Runtime governance· | no public information blackbox.ai · checked Aug 7, 2026 | Access controls and cost guardrails for enterprise agent use “Give teams the visibility, access controls, audit trails, and cost guardrails needed to run agents across enterprise workflows.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
| Permission scopes· | “SSO sign-in across every surface One commit covers the full organization”blackbox.ai · checked Aug 7, 2026 | Fine-grained access control “Control every layer of your environment with fine-grained access control, model-agnostic architecture, and flexible self-hosted or private cloud deployment options that keep your code and data secure.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
| 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 www.openhands.dev · checked Aug 5, 2026 |
Agency
| Field | Blackbox AI | OpenHands |
|---|---|---|
| Action space· | no public information blackbox.ai · checked Aug 7, 2026 | Reads and writes code, executes changes across codebases “OpenHands runs agents that complete entire engineering tasks, taking actions across entire codebases, running tasks in parallel, and executing changes in real environments.”www.openhands.dev · checked Aug 5, 2026 |
| Operating environment· | no public information blackbox.ai · checked Aug 7, 2026 | Codebase / software development environment “It runs autonomous agents that plan, write, and apply changes across your codebase, helping teams complete complex tasks end-to-end.”www.openhands.dev · checked Aug 5, 2026 |
| Initiative· | no public information blackbox.ai · checked Aug 7, 2026 | Can self-initiate via scheduled or triggered workflows, not only on direct prompt “Schedule recurring tasks or trigger workflows from GitHub, Slack, or PagerDuty, even when your machine is off.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
Safety
| Field | Blackbox AI | OpenHands |
|---|---|---|
| Third-party evaluations· | “Independent measurements, not claims. Artificial Analysis independently measured our output speed”blackbox.ai · checked Aug 7, 2026 | no public information www.openhands.dev · checked Aug 5, 2026 |
| Data handling· | no public information blackbox.ai · checked Aug 7, 2026 | Self-hosted option keeps data from leaving the customer environment “Self-hosted — data never leaves your environment”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
Practicality
| Field | Blackbox AI | OpenHands |
|---|---|---|
| Pricing model· | Per-token Enterprise commits “Per-token Enterprise commits · rates improve with spend”blackbox.ai · checked Aug 7, 2026 | no public information www.openhands.dev · checked Aug 5, 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 www.openhands.dev · checked Aug 5, 2026 |
| Availability· | no public information www.openhands.dev · checked Aug 5, 2026 | |
| Deployment options· | no public information blackbox.ai · checked Aug 7, 2026 | On-prem or private cloud, running in the customer environment “OpenHands runs in your environment, whether on-prem or private cloud, so your code never leaves your control.”www.openhands.dev · checked Aug 5, 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, GitLab, CI/CD, Slack, and ticketing tools “Native integrations with GitHub, GitLab, CI/CD, Slack, and ticketing tools.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
Foundation models
| Field | Blackbox AI | OpenHands |
|---|---|---|
| Model swappable· | no public information blackbox.ai · checked Aug 7, 2026 | Model-agnostic architecture “Open source, model-agnostic, and deployable in your environment, so you control how agents run, what they access, and where data stays.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
| Open weights· | open-weight model “Enterprise Inference runs the open-weight model that you choose”blackbox.ai · checked Aug 7, 2026 | no public information www.openhands.dev · checked Aug 5, 2026 |
Ecosystem
| Field | Blackbox AI | OpenHands |
|---|---|---|
| Protocols supported· | no public information www.openhands.dev · checked Aug 5, 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 | no public information www.openhands.dev · checked Aug 5, 2026 |
| API access· | no public information blackbox.ai · checked Aug 7, 2026 | SDK available for embedding into other products/platforms “embed the OpenHands SDK into your product or internal platform.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
| Open source· | no public information blackbox.ai · checked Aug 7, 2026 | Free and open source; no licence named on the page checked “Free and open source — no infra cost”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
Impact
| Field | Blackbox AI | OpenHands |
|---|---|---|
| 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 www.openhands.dev · checked Aug 5, 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 | 81K+ GitHub stars, active open-source ecosystem “With 81K+ GitHub stars and a thriving open-source ecosystem, OpenHands evolves through collective innovation - every contribution makes the platform faster, safer, and smarter.”www.openhands.dev · checked Aug 5, 2026 Not in our latest capture. We captured this page again on Sep 16, 2026 and this quote was not there. How we re-check citations |
| Target sectors· | Platform teams, internal developer platform builders, enterprises with large/legacy or mission-critical codebases “OpenHands is used by platform teams automating engineering workflows at scale, teams building internal developer platforms or AI-powered tooling, and enterprises managing large or legacy codebases and mission-critical software systems.”www.openhands.dev · checked Aug 5, 2026 |
Disclosed by neither
Both Blackbox AI and OpenHands publish nothing on these 32 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 32 identical table rows. Each is shown with its source check on the individual profiles.
- Autonomy level
- Human oversight
- Goal complexity
- High-risk domains
- Documented incidents
- Supported regions
- Support model
- Base models
- Model provider
- Fine-tuning
- Context window
- Multi-agent
- Marketplace presence
- Safety evaluations
- Red teaming
- Safety policy
- Usage restrictions
- Model or system card
- Incident reporting
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Explainability
- Compliance certifications
- Regulatory alignment
- Outcome-based pricing
- Settlement mechanism
- Dispute process
- SLA terms
Questions
- How do Blackbox AI and OpenHands compare on action space?
- Blackbox AI: no public information disclosed. OpenHands: Reads and writes code, executes changes across codebases.
- How do Blackbox AI and OpenHands compare on operating environment?
- Blackbox AI: no public information disclosed. OpenHands: Codebase / software development environment.
- How do Blackbox AI and OpenHands compare on initiative?
- Blackbox AI: no public information disclosed. OpenHands: Can self-initiate via scheduled or triggered workflows, not only on direct prompt.
- How do Blackbox AI and OpenHands compare on user base?
- Blackbox AI: 5M+ developers, including engineers at the world's largest companies. OpenHands: no public information disclosed.
- How do Blackbox AI and OpenHands compare on deployment scale?
- Blackbox AI: 5M+ developers, including engineers at the world's largest companies. OpenHands: 81K+ GitHub stars, active open-source ecosystem.
- How do Blackbox AI and OpenHands compare on target sectors?
- Blackbox AI: ENTERPRISE. OpenHands: Platform teams, internal developer platform builders, enterprises with large/legacy or mission-critical codebases.