Ovren vs Zed AI
55 fields both were evaluated on, 32 of them different — including where one discloses something the other does not. Every value links to the document it came from. 23 further fields are disclosed by neither and are listed at the end rather than tabled.
Assurance
| Field | Ovren | Zed AI |
|---|---|---|
| Audit trail· | “Execution log › Connecting to repository... › Reading codebase: 312 files indexed › ✎ Editing src/components/Dashboard.tsx › ✎ Editing src/lib/analytics.ts › Running type check... passed › Build successful ↑ Code update #47 feat: add dashboard analytics · 3 files changed Review →”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Explainability· | “delivers a structured code update with a full execution report”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Runtime governance· | “You review and approve. No prompting required.”www.ovren.ai · 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 | “Sandboxing Zed supports sandboxing to restrict what agents can do while using the terminal and fetch tools.”zed.dev · 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 |
| Permission scopes· | “We never push directly to your main version or modify existing work without your approval.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Settlement mechanism· | “You review and approve. No prompting required.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| SLA terms· | “Team is a custom plan for larger organizations with unlimited developers, credits, SSO, and SLA.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Evaluation coverage· | Self-reports that roughly 9 in 10 generated changes are correct on the first attempt. “9 in 10 changes land right the first time”www.ovren.ai · checked Sep 2, 2026 | no public information zed.dev · checked Aug 7, 2026 |
Agency
| Field | Ovren | Zed AI |
|---|---|---|
| Autonomy level· | Code changes are generated autonomously but never go live without explicit human review and approval. “Nothing goes live until it's reviewed and approved — by you or your developer.”www.ovren.ai · checked Sep 2, 2026 | no public information zed.dev · checked Aug 7, 2026 |
| Human oversight· | “You review and approve. No prompting required.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Goal complexity· | “Assign them a task — no setup needed.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Action space· | “Implements UI features, refactors components, and fixes visual bugs across your frontend codebase.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Operating environment· | “Link your GitHub project with one click. Ovren reads your codebase securely.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Initiative· | “AI engineers pull tasks, run in parallel, and deliver code updates ready for review — no manual assignment needed.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
Safety
| Field | Ovren | Zed AI |
|---|---|---|
| Safety evaluations· | Each change ships with an execution report that includes any risks the system flagged during that change, i.e. a per-change risk assessment. “A full execution report on every change — what Ovren understood, the files it changed and any risks it flagged, in Ovren next to the pull request.”www.ovren.ai · checked Sep 2, 2026 | no public information zed.dev · checked Aug 7, 2026 |
| Safety policy· | “Your code is processed in isolated, ephemeral environments and is never stored permanently. We do not train on your code, share it with third parties, or retain it beyond the task session.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Usage restrictions· | “We never push directly to your main version or modify existing work without your approval.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Data handling· | “Your code is processed in isolated, ephemeral environments and is never stored permanently. We do not train on your code, share it with third parties, or retain it beyond the task session.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
Practicality
| Field | Ovren | Zed AI |
|---|---|---|
| Pricing model· | “Credits represent execution effort — one task typically uses 1–3 credits.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Price point· | “Pro is $20 and includes 50 credits with 2 AI developers (Frontend + Backend).”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Availability· | “Start free View pricing”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Deployment options· | “Link your GitHub project with one click.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
| Integrations· | “Link your GitHub project with one click.”www.ovren.ai · 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 | “Bring agents like Claude Agent, Codex, or OpenCode via ACP. Connect MCP servers for extending the agent's knowledge.”zed.dev · checked Aug 7, 2026 |
| Support model· | “Team is a custom plan for larger organizations with unlimited developers, credits, SSO, and SLA.”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
Foundation models
| Field | Ovren | Zed AI |
|---|---|---|
| Base models· | no public information www.ovren.ai · checked Sep 2, 2026 | |
| Model swappable· | no public information www.ovren.ai · checked Sep 2, 2026 | “Zed doesn't lock you into one model, it gives you the fastest way to collaborate with any agent.”zed.dev · checked Aug 7, 2026 |
| Open weights· | no public information www.ovren.ai · checked Sep 2, 2026 |
Ecosystem
| Field | Ovren | Zed AI |
|---|---|---|
| Protocols supported· | no public information www.ovren.ai · checked Sep 2, 2026 | “Connect MCP servers for extending the agent's knowledge.”zed.dev · checked Aug 7, 2026 |
| Tool use· | “Execution log › Connecting to repository... › Reading codebase: 312 files indexed › ✎ Editing src/components/Dashboard.tsx › ✎ Editing src/lib/analytics.ts › Running type check... passed › Build successful”www.ovren.ai · 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 | “Sandboxing Zed supports sandboxing to restrict what agents can do while using the terminal and fetch tools.”zed.dev · 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 |
| Multi-agent· | “FE and BE running in parallel Both engineers work simultaneously on their respective task queues.”www.ovren.ai · 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 | “Parallel Agents Run multiple threads of your favorite agents across several projects so you never leave your flow.”zed.dev · checked Aug 7, 2026 |
| Open source· | no public information www.ovren.ai · checked Sep 2, 2026 | “Edit Prediction An open-source, open-data language model that predicts what you'll type next.”zed.dev · checked Aug 7, 2026 |
| Marketplace presence· | no public information www.ovren.ai · checked Sep 2, 2026 | “Growing extensions ecosystem Boost your Zed experience by choosing from hundreds of extensions that broaden language support, offer different themes, and more. Create Extension View All Extensions”zed.dev · checked Aug 7, 2026 |
Impact
| Field | Ovren | Zed AI |
|---|---|---|
| Deployment scale· | “Start free View pricing FAQ”www.ovren.ai · 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 | no public information zed.dev · checked Aug 7, 2026 |
Disclosed by neither
Both Ovren and Zed AI publish nothing on these 23 fields. That is a finding about the category rather than a difference between them, so it is recorded here instead of as 23 identical table rows. Each is shown with its source check on the individual profiles.
- User base
- Target sectors
- High-risk domains
- Documented incidents
- Supported regions
- Model provider
- Fine-tuning
- Context window
- API access
- Red teaming
- Model or system card
- Incident reporting
- Third-party evaluations
- Insurance available
- Insurance carriers
- Coverage limits
- Indemnification
- Liability cap
- Tamper-evident log
- Compliance certifications
- Regulatory alignment
- Outcome-based pricing
- Dispute process
Questions
- How do Ovren and Zed AI compare on autonomy level?
- Ovren: Code changes are generated autonomously but never go live without explicit human review and approval.. Zed AI: no public information disclosed.
- How do Ovren and Zed AI compare on safety evaluations?
- Ovren: Each change ships with an execution report that includes any risks the system flagged during that change, i.e. a per-change risk assessment.. Zed AI: no public information disclosed.
- How do Ovren and Zed AI compare on evaluation coverage?
- Ovren: Self-reports that roughly 9 in 10 generated changes are correct on the first attempt.. Zed AI: no public information disclosed.