AI GTM Consultant & Infrastructure Builder | Go-to-Market Strategy for AI Products | LLM Routing & Gateways | Advisor
I help AI startups and enterprises move from product to market adoption by combining:
- AI Infrastructure expertise — deep knowledge of LLM gateways, routing, failover, and cost optimization
- GTM strategy — positioning, pricing, positioning, market narrative, and buyer education
- Product + infrastructure fit — understanding how infrastructure decisions impact product strategy and sales motion
I advise on:
- AI infrastructure positioning — how to talk about routing, gateways, and resilience to technical buyers
- Product-market fit validation — which infrastructure bets move the needle vs. which distract
- Enterprise AI adoption — how infrastructure choices impact sales cycles, compliance, and procurement
- Vendor ecosystem strategy — provider relationships, integrations, and partnership models
- Cost-quality tradeoffs — how to position cost savings and reliability in buyer conversations
I built and launched A3M Router as both a product and GTM proof point:
- The product: Open-source LLM router (49k npm downloads, 16 stars, active community)
- The GTM problem it solves: "How do enterprises justify multi-provider LLM infrastructure vs. single-vendor lock-in?"
- The positioning challenge: Explaining routing, failover, and cost optimization to non-technical buyers
- The results: 87% of lifetime downloads in Sep 2026 (8.3k → 11.9k month-over-month), consistent adoption curve
Repository: https://github.com/Das-rebel/a3m-router
Quick install: npm install adaptive-memory-multi-model-router && npx a3m-router serve
This project is my living GTM lab — it taught me:
- How infrastructure becomes a buying criterion for AI teams
- What messaging converts curious developers into active users
- How open-source adoption curves map to enterprise interest
- Why "cheaper" isn't enough — you need resilience + control narratives
I also maintain:
- A3M Kong Plugin — Kong API Gateway integration for intelligent LLM routing
- Awesome AI Gateway — Curated comparison of 100+ AI gateways, proxies, and infrastructure patterns
- Awesome AI Model Routing — Routing strategies, cost optimization, and orchestration patterns
- Awesome CLI Coding Agents — Terminal-native AI agents and orchestration tooling
These act as market intelligence layers — tracking what's working, what's not, and where the adoption friction is.
Best fit for:
- AI startups building on top of LLM infrastructure (need GTM + infra narrative)
- Enterprise AI teams evaluating routing, gateways, or multi-provider strategies
- AI infrastructure companies positioning to developers or enterprises
- Teams building AI products and need GTM support around cost/reliability stories
Typical engagements:
- Product positioning + messaging frameworks
- Enterprise narrative development (how to talk about infrastructure decisions to CIOs/CTOs)
- GTM strategy for infrastructure-adjacent AI products
- Market research and buyer education content
- Technical buyer persona development
- 10+ years in growth, strategy, and product — fintech, AI infrastructure, developer tooling
- Research training in natural sciences + strategy background (IIM)
- Built GTM strategies across marketing, retention, and infrastructure product adoption
- Hands-on product experience: coding, shipping, launching, iterating
For consulting inquiries, partnerships, or strategic discussions:
- GitHub: https://github.com/Das-rebel
- A3M Router (reference project): https://github.com/Das-rebel/a3m-router
- LinkedIn: https://linkedin.com/in/subhajitd
- X / Twitter: https://twitter.com/Subholearns
- Email: available via LinkedIn
Helping AI companies move from innovation to adoption. Infrastructure + GTM = defensibility.



