Two 18-Year-Olds From India Raise $1.3M From Y Combinator To Pioneer ‘Agent Relations’ and Take On AI SEO Incumbents

Instead of passive dashboards, Manicule’s automated execution rails help technical brands get discovered, recommended, and used across the post-search internet.

SAN FRANCISCO, CA, UNITED STATES, October 27, 2026 /EINPresswire.com/ — While heavily funded AI visibility platforms race to sell subscription software dashboards, Manicule (YC P26) is taking a radically different approach to win the post-search internet. Today, the startup announced $1.3 million in seed funding on SAFEs to pioneer Agent Relations (AgentRel): an outcome-driven engine that replaces passive analytics with an automated execution engine, forcing AI models to recommend and execute client software.

The round was co-led by Y Combinator and Broom Ventures, with participation from strategic tech angels.

The David vs. Goliath Playbook: Automated Execution Systems vs. Passive Dashboards
As software buyers swap Google queries for conversational prompts in ChatGPT, Claude, and Google AI Overviews, legacy SEO software is falling flat. Most AI visibility tools act like passive thermometers, charging high subscription fees to simply monitor where a site appears in LLM answers.

Manicule operates as an operational partner. Designed specifically for Seed to Series C technical companies and developer tools, Manicule deploys internal AI execution systems paired with human oversight to solve two core challenges:
-AI Visibility & Recommendation: Structuring technical content, API documentation, and benchmark research so LLMs consistently recommend a client’s platform.
-Autonomous Agent Onboarding: Re-engineering docs and authentication workflows so AI agents can autonomously sign up, test, and execute tasks inside client products on behalf of end users.

By automating high-friction workflows like technical writing and multi-channel distribution with internal agents, Manicule’s lean team operates at 5x the capacity of traditional agencies while directly guaranteeing business ROI.

“The fundamental unit of software discovery has shifted from the Google search query to the AI prompt,” said Naman Bansal, Co-Founder and CEO. “Passive tracking dashboards don’t bring in customers. We handle the execution end-to-end so AI models don’t just mention our clients; they are chosen and used.”

Y Combinator Validation
“Manicule is at the frontier of how software will be discovered and purchased going forward,” said Aaron Epstein, General Partner at Y Combinator. “It’s no longer about humans deciding what tools to buy – agents are making these decisions, and strong AgentRel will determine who the big winners will be.”

The Visionaries Behind the Engine
Manicule’s lean, high-output thesis stems from its two 18-year-old co-founders from India:
-Naman Bansal (CEO): Started doing fractional Developer Relations for global startups at age 13 in Agra, India. After five years in technical marketing and building a prior startup, he launched Manicule to solve AI search.
-Shreyans Jain (CTO): Started building software at 14. Skipped college to work as founding engineer at Supermemory, where he built its consumer app and MCP server to 100,000+ users and authored two-line SDK integrations used across AI apps.

“Foundation models struggle with developer tone and technical accuracy,” added Shreyans Jain, Co-Founder and CTO. “We treat this as an engineering problem, building custom agent rails internally to bridge the gap between AI automation and technical precision.”

Market Expansion
Focused initially on the $170B developer tools market, where standards for technical accuracy and developer trust are exceptionally high, Manicule will eventually expand its AgentRel frameworks across broader software and technology verticals. Capital from the $1.3M round will be used to accelerate core engineering, refine internal agent automation systems, and scale technical account capacity to meet surging enterprise demand.

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About Manicule
Manicule (YC P26) is the pioneer of Agent Relations (AgentRel), helping technical brands get discovered, recommended, and used by AI agents. By combining autonomous execution rails with expert human strategy, Manicule bridges technical content, original research, and agent-readable infrastructure to deliver measurable ROI. Manicule works with fast-growing technical and developer-focused platforms, including Supermemory, PromptLayer, Bright Data, and Courier. Founded in 2026 by Naman Bansal and Shreyans Jain, Manicule is backed by Y Combinator and leading Silicon Valley investors.
To learn more or book a discovery call, visit manicule.com.

Chelsea Waite
Accelerate PR
+1 949-310-6417

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