Human-in-the-loop vs auto-publish noise. Every row sourced — no marketing gloss.
| Feature | ◈ PullLight | CodeRabbit | Greptile | Copilot PR Review | Qodo |
|---|---|---|---|---|---|
| Approval & Quality Control | |||||
| Human approval gate before posting | ✅ | ❌ | ❌ | ❌ | ❌ |
| False-positive control (human before PR) | ✅ | ~ Feedback loop after post |
❌ | ❌ | ❌ |
| Full GitHub review (Approve/Request Changes) | ✅ | ~ Comments only on some plans |
✅ | ❌ Comments only |
✅ |
| Pricing | |||||
| Pricing model | $20/mo flat whole team, unlimited PRs |
$19–$24/dev/mo coderabbit.ai/pricing |
$30/dev/mo + overages greptile.com/pricing |
Bundled with Copilot Business ($19–$39/dev/mo) github.com/features/copilot/plans |
Free tier + custom Enterprise qodo.ai |
| Free for open-source repos | ✅ | ✅ | ❌ | ❌ | ✅ |
| AI Model | |||||
| AI model | Claude Sonnet 4.5 single, consistent model |
Vendor blend Not user-configurable on Pro |
Claude Agent SDK Multi-agent chains |
GitHub-hosted (GPT-4o, others) Routing varies, not configurable |
Claude, GPT-4o, user-selectable Varies by plan |
| Codebase indexing | ~ Diff-only (fast, no wait) |
~ | ✅ Full codebase index |
~ | ✅ |
| Fix Capabilities | |||||
| One-click GitHub suggestion blocks | ✅ | ✅ Auto-posted |
❌ | ❌ | ❌ |
| One-click multi-file Fix PR | ✅ Max 5 files, 200 lines |
❌ | ❌ | ❌ | ❌ |
| Configuration & Customization | |||||
Per-repo .pulllight.yml config |
✅ | ~ | ~ | ❌ | ~ |
| Custom team rules (paste CONTRIBUTING.md) | ✅ | ❌ | ❌ | ❌ | ❌ |
| Slack / Discord webhooks | ✅ | ✅ | ✅ | ❌ | ✅ |
| Developer Tools | |||||
Public CLI (npx pulllight scan) |
✅ | ❌ | ❌ | ❌ | ~ PR-Agent CLI (self-hosted) |
| Public bug feed / leaderboard / RSS | ✅ /catches + /leaderboard + RSS |
❌ | ❌ | ❌ | ❌ |
| Read API + Bearer tokens | ✅ /api/v1 + plk_ tokens |
~ | ✅ | ❌ | ✅ |
| Setup & Transparency | |||||
| Self-serve install (no sales call) | ✅ | ✅ | ✅ | ✅ | ~ Enterprise requires custom quote |
| Embeddable status badge | ✅ /badge/:owner/:repo.svg |
❌ | ❌ | ❌ | ❌ |
| No training on your code (explicit guarantee) | ✅ /trust — full policy |
~ Unclear on training opt-out |
~ | ~ | ~ |
Competitor pricing and features verified from public sources June 2026. Links: CodeRabbit pricing · Greptile pricing · Copilot plans · Qodo
Every other tool on this list auto-posts. That means your PR fills with AI comments before anyone decides if they're worth your attention. After a few weeks, engineers scroll past them on instinct — you've trained them to ignore the bot. PullLight queues every finding at /reviews. You approve what posts. The result: fewer comments, all of them worth reading.
CodeRabbit at 10 devs = $190–$240/mo. Greptile at 10 devs = $300+/mo (plus overages when AI coding agents start shipping more PRs than humans). PullLight is $20/mo flat, unlimited PRs, unlimited developers. The crossover with the next-cheapest competitor on this page happens at 1 developer. If you're paying per-seat for code review, you're paying too much.
PullLight publishes every real bug it finds — sanitized, anonymized, timestamped. That's a live feed at pulllight.io/catches. No other tool on this list shows you what it's actually catching. It's the difference between "trust us, we're good" and "here's every bug we found this week." The public leaderboard makes the same point from a different angle: pulllight.io/leaderboard.
"PullLight uses the Anthropic API — not consumer-facing Claude products. API access means your code is not used for model training, by Polsia or by Anthropic. Anthropic's API terms explicitly exclude customer inputs from training. We rely on this, not on a promise — it's a contractual and legal guarantee."
— Trust & Security policy · PullLight, June 2026