CodeRabbit posts first, learns later. PullLight puts a human between Claude's output and your PR. $20/mo flat — not per developer.
Pricing verified from public sources as of June 2026. Where a competitor's stance is unclear we mark it Unclear.
| Feature | ◈ PullLight | CodeRabbit |
|---|---|---|
| Comment publishing | Human approval required Nothing posts until you approve at /reviews |
Auto-publish Posts immediately on PR open; feedback adjusts future behavior |
| Pricing model | $20/mo flat — whole team | $19–$24 per developer/mo Pro plan; free tier limited to public repos |
| Cost at 10 developers | $20/mo | $190–$240/mo $19–$24/dev depending on plan |
| False-positive handling | Human reviews before publish Discard any finding before it hits the PR |
Learns from thumbs-up/down feedback Adapts over time; still auto-posts on first analysis |
| One-click fix suggestions | Yes — native GitHub suggestion blocks When the fix is unambiguous, approved comments include a ``` suggestion block. Reviewer clicks "Commit suggestion" — done. |
Inline suggestions (auto-posted) CodeRabbit posts suggestions without human review — developers must evaluate correctness on the PR |
| AI model | Claude Sonnet 4.5 Single model, consistent output |
Vendor-selected blend Multiple models; not user-configurable on Pro |
| GitHub Check Runs | Yes In-progress on PR open, completed with findings count + /reviews link |
Yes Status checks + inline summaries |
| Setup time | ~5 minutes GitHub App manifest flow, one-click install |
~2 minutes GitHub App install |
| Self-host | Roadmap | Enterprise only 500+ seats required |
| Free public PR scans | ✅ (scan any public PR URL, no install) | ❌ (requires GitHub App install even for public) |
| Install time | ~2 min (GitHub App) | ~2 min (GitHub App) |
| Pattern-based detectors | ✅ — N+1, secrets, injection patterns on top of LLM | ❌ — LLM-only, no deterministic pattern detection |
| Public findings gallery | ✅ — pulllight.polsia.app/findings shows every catch | ❌ — no equivalent |
| Reaction-based accuracy tracking | ❌ — we use human approval instead | ✅ — thumbs-up/down feedback loop |
| Self-serve cancellation | ✅ — cancel in Stripe anytime | ✅ — cancel in dashboard |
Source: coderabbit.ai/pricing — verified June 2026.
CodeRabbit is priced per seat. The math is simple: the moment you have more than one developer, PullLight costs less. At 10 developers you're spending 10–12× more for a tool that posts comments without asking you first. PullLight is $20/mo flat regardless of team size — locked in for beta teams that sign up now.
CodeRabbit is the market leader for a reason. It has the most polished onboarding, the richest feature set (one-click fixes, severity levels, PR summary), and a two-minute install. If your team already uses it and likes it — if the auto-posted comments feel useful rather than noisy — it's a reasonable choice.
The tradeoff is what happens when the false-positive rate climbs. CodeRabbit's feedback loop is real: it learns from reactions over time. But engineers learn faster. After a few weeks of scrolling past bot noise, the comments become wallpaper. You can't un-train that reflex.
PullLight solves the noise problem at the source. Every finding is reviewed before it posts. The result is a smaller set of comments that developers actually read — because a human already decided each one was worth their attention. If you've started muting your code review bot, PullLight is the rebuild.
No install required. Paste a PR URL or raw diff — Claude analyzes it and returns structured findings instantly.
Join teams using PullLight for human-approved AI code review — $20/mo flat, cancel anytime.