Manicule helps B2B software companies make their products discoverable and usable by AI agents through documentation audits, code verification, and GEO-optimized content. The company combines agent-led crawling of docs and codebases with human DevRel review to produce technical content, diagrams, and social distribution. Their work with Supermemory improved answer success rates by 30% and closed multiple enterprise deals in 23 days.
Funding
Funding not disclosed
Founders
Product
Problem
B2B software products are increasingly being evaluated and used by AI agents rather than human developers, yet most companies' documentation and content are not optimized for how agents read and interpret technical information. This leads to poor agent comprehension, failed integrations, and lost enterprise deals as AI-driven purchasing decisions become more common.
Solution
Manicule provides a full-service agent relations platform that makes B2B products discoverable and usable by AI agents. The company's agents crawl client documentation, codebases, and support channels to identify gaps, contradictions, and dead ends, then execute fixes including code verification, visual content production, and GEO/SEO optimization. Manicule also produces eight pieces of monthly content—first drafts generated agentically from client codebases and support tickets, then reviewed and refined by their DevRel team before distribution across social channels. The service includes a free docs audit that shows companies how agents perceive their documentation, enabling them to see and fix issues before they lose potential customers.
Target Audience
Primary customers are B2B software companies with developer-facing products that need to be discoverable and usable by AI agents, particularly those with complex APIs, overlapping product lines, or documentation that fails to convert enterprise prospects.
Features
- Agent-led documentation audit that crawls docs, codebases, and support channels to surface gaps, contradictions, and dead ends
- Automated code verification that tests every snippet against the actual API and flags failures or edge cases
- Visual content production including diagrams, annotated screenshots, and short walkthroughs to replace text-heavy documentation
- Eight monthly content pieces with fully agentic first drafts loaded from client codebases, calls, and support tickets, then human-reviewed by DevRel team
- GEO and SEO optimization, link validation, accessibility checks, and launch monitoring for the first 48 hours post-release
- Navigation-first documentation strategy that structures information as a journey from zero to "aha" rather than a data dump