Tessera

Protect public developer infrastructure while monetizing AI web scrapers

#SaaS#B2B#AI#IndieHackers

Public open-source infrastructure and developer documentation sites are collapsing under the crushing weight of aggressive AI scraping bots harvesting training data.

Tessera acts as an intelligent edge gateway that transparently separates human developers from autonomous AI scraping crawlers without disruptive CAPTCHAs. Instead of blocking crawlers and breaking open web accessibility, Tessera serves cached, pre-structured API responses directly to AI agents while collecting automated micropayments per request. This transforms server-destroying scraper traffic into an immediate, high-margin revenue stream for open-source foundations and developer platforms.

Tessera is building the monetized traffic edge for the synthetic intelligence era, turning bandwidth liabilities into valuable data assets.

COMMENTS — Community Discussion
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Problem
  • When I manage public developer infrastructure like bug trackers or documentation portals, I want to keep assets freely accessible to humans, but rogue AI scraping bots cause severe server outages and 10x bandwidth spikes.
  • Why Now? Autonomous LLM training pipelines are scraping the public web 24/7 with zero regard for rate limits, forcing prominent open-source organizations to shut down public resources.
Solution
  • High-Level Concept: Cloudflare meets Shopify for AI data monetization at the edge.
  • Invisible Human Pass-Through: Uses behavioral signature profiling to let human developers browse effortlessly without annoying CAPTCHA challenges.
  • Structured Crawler Monetization: Automatically serves clean markdown and JSON dumps to recognized AI bots and charges their developer billing wallets.
  • Infrastructure Cost Offloading: Converts server compute overhead into positive cash flow by revenue-sharing dataset sales back to open-source maintainers.
Distribution
  • Early Adopters: Open-source foundation infrastructure managers and developer documentation hosts suffering high server bandwidth bills.
  • Guerrilla Channel 1: Target maintainers posting on GitHub Discussions and Reddit about scraper outages with automated benchmark reports showing prospective bandwidth savings.
  • Guerrilla Channel 2: Partner directly with documentation generators like Docusaurus and ReadTheDocs as a 1-click security integration.
  • Guerrilla Channel 3: Direct enterprise outbound sales to top 50 AI research labs offering clean, structured data feeds with 99.9% uptime guarantees.
Pricing
  • Value Ladder: Free Tier at $0/mo for non-profit open-source maintainers up to 100k bot requests, Growth Tier at $150/mo for dev tools, and Enterprise at $1.5k/mo plus 20% data revenue split.
  • One Metric That Matters (OMTM): Total monthly petabytes of bot scraper traffic offloaded from origin servers and successfully monetized.
Scale Costs
  • Multi-region global CDN network egress costs and high-throughput cache memory infrastructure.
  • Real-time IP threat intelligence feeds and ML inference hosting for sub-10ms bot fingerprinting.
Expert Opinions
Avg: 9.3
  • world-class SRE Lead Architect and cloud infrastructure expert with $100M+ ARR scaling experience
    9
  • world-famous AI training data strategist and former BigTech research director
    9
  • leading Open Source Foundation trustee and DevRel executive
    10
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