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Entelligence vs Greptile

Head to head

Greptile vs Entelligence
Head-to-head PR review comparison

We benchmarked both tools on 67 real production pull requests across 5 major open-source repositories using F1 score, precision, and review speed.

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F1 Score
47.2%
vs Greptile 36.9%
Precision
50.0%
vs Greptile 30.7%
Review Speed
10-30s
vs Greptile 1-3 min
Docs Always in Sync
100%
vs PR summaries only

How Entelligence Compares

On PR Review Quality

We benchmarked Entelligence and Greptile head-to-head across real-world pull requests using F1 score, the standard measure balancing precision and recall.

  • F1 Score47.2%vs 36.9%Entelligence leads
  • Recall44.8%vs 46.3%Greptile leads
  • Precision50.0%vs 30.7%Entelligence leads
  • Golden Comments Found30 / 67vs 31 / 67Greptile leads
F1 Score47.2%36.9%
Recall44.8%46.3%
Precision50.0%30.7%
Golden Comments Found30 / 6731 / 67

Both tools found a similar number of golden comments. The difference is in precision — specifically how much of what each tool flags is actually worth acting on. At 50.0% precision, Entelligence cuts through more noise, which matters when engineers are reviewing high volumes of PRs and need to trust what they read.

Same bug

See how both tools review the same bug

Select a real PR from our benchmark (67 PRs across 5 repos)

RepositoryCal.com (TypeScript)
Also benchmarked
Entelligence4 golden / 10 comments
  1. Comment 1Golden

    Correctness: The new definition of selectedCalendar can return undefined, which breaks the calendar.events.patch call (line 168) as it lacks the || "primary" fallback added to the insert call. Move the fallback to the variable definition to ensure consistency across all API calls.

  2. Comment 2Golden

    Correctness: In updateEvent, the logic for selectedCalendar is broken. The find predicate (cal) => cal.externalId === externalCalendarId is only executed when externalCalendarId is falsy, meaning it will search for a calendar with a null/undefined ID. This results in selectedCalendar being undefined, which will cause the calendar.events.update call to fail. Use a valid property like credentialId to find the correct destination calendar, or default to 'primary' if appropriate.

  3. Comment 3Golden

    Correctness: Accessing mainHostDestinationCalendar.integration will cause a runtime crash if evt.destinationCalendar is empty or null. Use optional chaining (mainHostDestinationCalendar?.integration) to safely handle missing calendars and maintain the intended fallback logic.

Greptile2 golden / 2 comments
  1. Comment 1Golden

    logic: circular logic: using externalCalendarId to find a calendar with matching externalCalendarId will always return undefined

  2. Comment 2Golden

    logic: same circular logic issue: find((cal) => cal.externalId === externalCalendarId) will never match when externalCalendarId is already provided

See the difference on your code

Why Teams Switch

What Makes Teams Look Beyond Greptile

Greptile is built around a single, focused use case: reviewing pull requests with deep repo context. That’s genuinely useful. But a few common gaps send teams looking for more.

  • Review noise.

    Greptile’s strength is exhaustive analysis, but that can also produce a lot of output. Teams with busy PR queues sometimes find signal getting lost in volume.

  • Single-repo focus.

    Greptile works best in a single repository setup. Multi-repo environments or monorepos often need cross-repo consistency and dependency tracking that goes beyond what it offers today.

  • No engineering visibility.

    Once the PR is merged, Greptile’s job is done. There’s no view into team velocity, code health trends, or how the org is performing over time.

  • No AI ROI tracking.

    Most engineering teams are now paying for Cursor, Copilot, or Claude. Greptile doesn’t help you understand whether that spend is working.

Beyond the PR

Beyond the PR

Where Entelligence goes further is in engineering visibility, something Greptile isn’t designed for.

  • Team and velocity metrics.

    Output per engineer and team, review turnaround times, and performance trends — all in one dashboard.

  • Code churn and risk.

    See which repos and files are accumulating risk before they become incidents. Codebase-wide health, not just the current diff.

  • AI ROI tracking.

    LOC multiplier, cost efficiency, acceptance rates, and dollar-value savings — hard numbers for when leadership asks what the AI budget is returning.

  • Ask Ellie, AI in Slack.

    An AI agent inside Slack that gives engineering leaders instant answers about team health, velocity, and blockers.

Feature Comparison

Which Tool Fits Your Team

FeatureGreptileEntelligence
Deep PR ReviewFull supportFull support
Precision CommentsFull supportFull support
Multi-repo SupportFull supportFull support
Learns from IncidentsNot availableFull support
Team Velocity TrackingNot availableFull support
AI ROI MeasurementNot availableFull support
Engineering Leadership DashboardNot availableFull support

The Bottom Line

Greptile is strong for single-repo PR review depth. Entelligence adds the engineering visibility layer — team health, AI ROI, and risk — that leaders need on top of code review.

This comparison is published by the Entelligence team using data from an independent open-source benchmark. If anything here is inaccurate, let us know and we’ll update it.

Next comparisonEntelligence vs Bugbot

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