CertiLayer
Tell bots from humans without collecting any personal data
Get picks like this daily. The day's top launches, AI/tech news, and a weekly opportunity spotlight — straight to your inbox.
This is 1 of 83 launches in fraud and scam detection software — see how it stacks up on momentum and crowding →
134 other launches read as similar to this one →
Details
- External ID
- 1269422
- Source
- PH
- Company
- —
- Product
- CertiLayer
- Website domain
- producthunt.com
- Launched
- Oct. 6, 2026
- Cohort
- —
- Upvotes
- 1
- Upvotes percentile
- 0.33
- Tags
- Developer Tools, Artificial Intelligence, Security
Description
CertiLayer detects bots and fraud by analyzing how users naturally move, type, and tap. It uses passive behavioral signals only: no CAPTCHAs, no cookies, no PII. A lightweight SDK scores every session in real time with a Human Confidence Score, so you stop bots and account takeover without adding friction for real users. Built in Rust for low latency, with ML models trained on behavioral embeddings.
Enrichment
- Niche
- fraud and scam detection software
- Vertical
- Security
- Function
- Compliance & governance
- Audience
- Developer
- AI stance
- AI feature
- Project type
- Commercial product
- Normalized one-liner
- privacy-first bot detection for website operators
- Manually corrected
- False
Could you build this?
No Developing reliable behavioral biometric bot detection without PII requires deep cybersecurity expertise, large-scale training datasets of human vs. bot telemetry, and ongoing evasion countermeasures.
What it would actually take: The architecture requires a lightweight, hardened client SDK collecting micro-interactions (mouse trajectory curvature, keystroke dynamics, accelerometer jitter) that resists reverse engineering and spoofing. The backend must ingest telemetry at massive throughput to run real-time anomaly detection models and ensemble classifiers trained on millions of sessions. This requires specialized domain expertise in bot mitigation, cybersecurity research, and high-frequency stream processing.
Competitors
Other products that read as similar to this one — 134 launches clear the similarity bar, closest 8 shown.
Attention rank: #66 of 135 (itself plus its competitors, highest first — normalized so YC and Product Hunt are compared fairly).
Launched 301 days after the earliest competitor.
- Crosslayer Labs: We discovered (and can protect you against) a new attack allowing hackers to spoof any website(!) · yc · 2026-02-13 · 6 upvotes · similarity 0.50
- RexBot · ph · 2026-10-12 · 1 upvotes · similarity 0.44
- heretic - bot mitigation and anti-fraud · ph · 2026-09-06 · 3 upvotes · similarity 0.44
- SharkEyes · ph · 2026-09-16 · 1 upvotes · similarity 0.42
- GhostGuard · ph · 2026-10-05 · 1 upvotes · similarity 0.42
- facebook-reporting · github · 2026-09-13 · 26 upvotes · similarity 0.42
- Clay Seal Identity · hn · 2026-07-13 · 5 upvotes · similarity 0.41
- Fb-Report · github · 2026-09-24 · 51 upvotes · similarity 0.41
Other launches for this product
- No other launches for this product.