Bot management
- “Is this request a threat?”
- Blocks, challenges or rate-limits in real time
- Owned by security, measured in attacks stopped
- Can turn away AI assistants along with scrapers, often only on product or cart pages
Compare · Bot management
Bot management blocks bad bots. Ghost Agent Lab helps good agents succeed.
Tools like Cloudflare Bot Management, Akamai Bot Manager, DataDome and HUMAN are built to stop scrapers, credential stuffing and fraud. They're good at it. But a rule that stops a scraper can also stop the AI assistant shopping for your customer, and nothing tells you it happened. Ghost Agent Lab fills that gap.
At a glance
Ghost Agent Lab and bot management, side by side
| Question | Ghost Agent Lab | Bot management |
|---|---|---|
| Main job | Help the AI agents you want succeed | Stop the bots you don't want |
| Sees AI agents in your logs | ✓ | ✓ |
| Verifies agents against operators' published IP ranges | ✓ | ✓ |
| Tells you what an agent read and what your site sent back | ✓ | Partly |
| Tests whether an AI agent can finish checkout or sign-up | ✓ | – |
| Scores agent readiness with a ranked fix list | ✓ | – |
| Shows revenue from AI referrals and agent orders | ✓ | – |
| Blocks traffic in real time | – | ✓ |
| Who it's for | E-commerce, marketing, SEO and web teams | Security and infrastructure teams |
The difference
Different questions, different owners
Ghost Agent Lab
- “Can the agents we want get the job done, and what are they worth?”
- Never sits in the request path, so it can't slow or break your site
- Owned by e-commerce and marketing, measured in revenue
- Shows when your site turns away a genuine AI assistant, and on which pages
Better together
Keep your bot protection. Point it in the right direction.
Ghost Agent Lab reads the same CDN logs your bot protection writes. It shows which blocked requests came from genuine AI assistants, gives your security team rules to block impostors claiming to be Googlebot or GPTBot, and re-tests your journeys after every rule change so a new setting can't quietly cut agents off.
FAQ
Questions
Does Ghost Agent Lab replace our bot protection?
No. It doesn't block anything itself. It shows what your bot protection is doing to AI agents, including genuine assistants it turns away, and gives you rules to block impostors.
Our bot tool already labels AI crawlers. Why add this?
Labels tell you who arrived. Ghost Agent Lab tells you whether they could do anything once they did: it tests journeys with real AI agents, scores readiness and ties agent visits to revenue.
Will it work with Cloudflare?
Yes. Connect Cloudflare Logpush and agent traffic appears as it arrives. Vercel log drains and any JSON log feed work too.
More comparisons
How else teams try to solve this
CompareGhost Agent Lab vs ai visibility toolsTrack what ChatGPT and other assistants say about your brand.
CompareGhost Agent Lab and DataDomeHow we work alongside DataDome's Agent Trust.
CompareGhost Agent Lab vs web analyticsGoogle Analytics and other tag-based tools count people, not agents.
CompareGhost Agent Lab vs seo toolsSite audits and rank tracking built for search engines, not AI agents.
CompareGhost Agent Lab vs synthetic monitoringScripted browser tests that check pages and journeys work for people.
CompareGhost Agent Lab vs accessibility testingWCAG checks that overlap with what AI agents need, and where they stop.
CompareGhost Agent Lab vs doing it yourselfLog queries, robots.txt reviews and manual testing with AI agents.
See what your current tools miss
Take the two-minute tour, or start a 30-day trial with your own logs.