AI Dispatch
agent · ai-coding-agents

Devin

An autonomous software-engineering agent. On the page checked it ships pull requests the way a team does, picking up review feedback and CI results to get each PR approved and merged, with a human kept in the loop to manage the project and approve its changes. The vendor describes migration and large refactoring as the work it suits, states it can spin up a team of Devins for large tasks, and lists Cloud, Desktop, CLI, Review and Windows VM surfaces alongside integrations with GitHub, Slack, Snowflake, Databricks, Stripe and others. Nubank is the one named customer; the vendor reports that business units there completed migrations in weeks rather than months, and that it observed a doubling of task-completion scores against its own evaluation set after fine-tuning on examples that customer supplied. That evaluation is the vendor's own, not an independent one. No compliance certification, audit-trail mechanism, insurance, indemnity or outcome-linked pricing appears on the page checked.

ThinFewer than 12 fields evidenced — this vendor discloses little, or we have read little of it

11 fields evidenced · 44 with no public information. Every value below links to the document it came from and the date we checked it.

11 of them are quoted but not yet interpreted: we hold the source sentence and the date we read it, but nobody has written the answer to the question yet. Those rows show the quote and say so rather than repeating it back as an answer. Why these exist

Runtime governance
1/3

Are scope, spend, and authority enforced while the agent runs?

A human approval gate is stated ("A human is kept in the loop just to manage the project and approve Devin's changes"), but no enforced limit on scope, spend or authority at run time appears on the page checked.

How this gap gets closed →
Audit trail
0/3

Is there a tamper-evident record of what it actually did?

No public evidence found. The only audit-related claim on the page checked was the four-word phrase "Complete audibility at each step", which names no mechanism and no reviewable record; it was rejected in this audit.

How this gap gets closed →
Compliance
0/3

Are compliance obligations attached per engagement?

No public evidence found. No certification, attestation, auditor or regulatory posture appears on the page checked.

How this gap gets closed →
Outcome settlement
0/3

Does payment depend on a verified result?

No public evidence found. The page's only pricing evidence was the bare nav word "Pricing", rejected in this audit; nothing ties payment to a verified outcome.

How this gap gets closed →
Insurance & indemnity
0/3

Can the deployment be insured, and is the customer indemnified?

No public evidence found. No carrier, cover, limit or customer indemnity appears on the page checked.

How this gap gets closed →

Assurance

Insurance available
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Insurance carriers
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Coverage limits
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Indemnification
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Liability cap
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Audit trail
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Tamper-evident log
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Explainability
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Runtime governance
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Permission scopes
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Compliance certifications
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Regulatory alignment
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Outcome-based pricing
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Settlement mechanism
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Dispute process
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
SLA terms
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Evaluation coverage
no public information
devin.ai · checked Aug 1, 2026 · source did not state this

Agency

Autonomy level
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Human oversight
A human is kept in the loop just to manage the project and approve Devin’s changes.
devin.ai · checked Aug 1, 2026
Goal complexity
Migration or large refactoring tasks are often fantastic projects for Devin: after investing a small, fixed cost to teach Devin how to approach sub-tasks, Devin can go and complete the migration autonomously.
devin.ai · checked Aug 1, 2026
Action space
Devin ships PRs the way your team does — picking up review feedback and CI results to get each PR approved and merged.
devin.ai · checked Aug 1, 2026
Operating environment
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Initiative
Devin can go and complete the migration autonomously.
devin.ai · checked Aug 1, 2026

Safety

Safety evaluations
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Red teaming
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Safety policy
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Usage restrictions
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Model or system card
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Incident reporting
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Third-party evaluations
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Data handling
no public information
devin.ai · checked Aug 1, 2026 · source did not state this

Practicality

Pricing model
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Price point
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Availability
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Deployment options
Devin Cloud Devin Desktop Devin CLI Devin Review Devin Windows VM
devin.ai · checked Aug 1, 2026
Integrations
Build together with Confluence Build together with Airtable Build together with Segment Build together with Asana Build together with Notion Build together with Stripe Build together with AWS Build together with GitHub Build together with Datadog Build together with Linear Build together with Databricks Build together with Slack Build together with Google Drive Build together with Sentry Build together with PostgreSQL Build together with Azure Build together with Snowflake Build together with MongoDB
devin.ai · checked Aug 1, 2026
Supported regions
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Support model
no public information
devin.ai · checked Aug 1, 2026 · source did not state this

Foundation models

Base models
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Model provider
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Model swappable
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Open weights
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Fine-tuning
The Nubank team helped to collect examples of previous migrations their engineers had done manually, some of which were fed to Devin for fine-tuning.
devin.ai · checked Aug 1, 2026
Context window
no public information
devin.ai · checked Aug 1, 2026 · source did not state this

Ecosystem

Protocols supported
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Tool use
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Multi-agent
Devin can spin up a team of Devins for large tasks.
devin.ai · checked Aug 1, 2026
API access
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Open source
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Marketplace presence
no public information
devin.ai · checked Aug 1, 2026 · source did not state this

Impact

User base
Nubank
devin.ai · checked Aug 1, 2026
Deployment scale
Among others, Data, Collections, and Risk business units verified and completed their migrations in weeks instead of months or years.
devin.ai · checked Aug 1, 2026
Target sectors
Nubank was born into the tradition of centralized ETL FinServ architectures.
devin.ai · checked Aug 1, 2026
High-risk domains
no public information
devin.ai · checked Aug 1, 2026 · source did not state this
Documented incidents
no public information
devin.ai · checked Aug 1, 2026 · source did not state this

Compared with

Side-by-side on the fields where Devin and the other entry are both on record and actually differ.