@blog-ankitjha

Ankit Jha

@blog-ankitjhaDelhi, IndiaJoined February 2026

Writing about software, systems, and the craft of consulting.

About

AI Margin & Reliability Engineer · FinOps Certified Practitioner

Available for

I’m open to working with AI & SaaS founders on AI cost audits, cloud cost audits, SaaS margin audits, and production AI optimization helping teams reduce infrastructure waste and build healthier unit economics.

Ankit Jha's blogs

Engineering Economicsankitjha-consultant.hashnode.dev8 posts

The One-Model Trap: Why Profitable AI SaaS Needs Dynamic Model Routing

You find a powerful AI model, test it, and love the results. It handles complex reasoning beautifully, so you integrate it into your product and start using it for everything. Classifying support tick

Oct 18 · 9 min readankitjha-consultant.hashnode.dev

The FinOps Disconnect: Why Engineering Can't Fix AI Margins Alone

An AI feature starts gaining traction. Usage is climbing, customers are engaged, and the product team is already planning the next set of improvements. Then the monthly API bill arrives. The CFO wants

Oct 17 · 9 min readankitjha-consultant.hashnode.dev

The Free Trial Trap: How AI SaaS Products Lose Money on Their Most Engaged Users

For traditional SaaS products, free trials are relatively inexpensive to run. A new user might generate a little extra database activity, use some storage, and add a marginal amount of infrastructure

Oct 11 · 10 min readankitjha-consultant.hashnode.dev

RAG Context Bloat : The Hidden Leak in Your AI Unit Economics

You’ve shipped an AI feature. Users are interacting with it, the product is moving forward, and then you start looking at the API bill. The numbers are higher than expected. Your first thought? Maybe

Oct 9 · 8 min readankitjha-consultant.hashnode.dev

AI Pricing Is Broken: Stop Selling Tokens, Seats, and Compute

Remember the good old days of SaaS pricing? The math was wonderfully predictable. You paid for servers, built the software, and charged a flat rate per user. Whether a customer logged in once a month

1Oct 4 · 7 min readankitjha-consultant.hashnode.dev

Ankit Jha

About

Available for

Ankit Jha's blogs

The One-Model Trap: Why Profitable AI SaaS Needs Dynamic Model Routing

The FinOps Disconnect: Why Engineering Can't Fix AI Margins Alone

The Free Trial Trap: How AI SaaS Products Lose Money on Their Most Engaged Users

RAG Context Bloat : The Hidden Leak in Your AI Unit Economics

AI Pricing Is Broken: Stop Selling Tokens, Seats, and Compute

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Ankit Jha

About

Available for

Ankit Jha's blogs

The One-Model Trap: Why Profitable AI SaaS Needs Dynamic Model Routing

The FinOps Disconnect: Why Engineering Can't Fix AI Margins Alone

The Free Trial Trap: How AI SaaS Products Lose Money on Their Most Engaged Users

RAG Context Bloat : The Hidden Leak in Your AI Unit Economics

AI Pricing Is Broken: Stop Selling Tokens, Seats, and Compute