AI's Invisible Tax: How Cloud 'Savings' Mask Rising Unit Costs for Production AI
Despite headline-grabbing price cuts, the true unit economics of production AI are worsening. We dissect how platform premiums, vendor lock-in, and infrastructure...
Junagal originates, funds, and operates AI-native products — with a single owner, permanent capital, and no exit timeline.
Three integrated practices — product, capital, and governance — deployed as one operating system across every company we own.
We build the core software, AI, and data infrastructure ourselves — then share it across products to compress time-to-market and raise the technical floor.
Shared technical leverageWe write the investment thesis, structure the entity, and deploy capital — all before a single hire. Ownership is permanent. Dilution is not the plan.
Permanent ownershipGroup leadership sets direction and holds the line on economics. Company teams run with autonomy — against targets they helped define.
Accountability by designThirdRetail, ASN Junagal, Career by Junagal, and Celestia are Junagal products. ThirdRetail is also registered as a company name; all four are built, operated, and governed with the same long-term ownership standard.
Computer vision that reads retail shelves in real time. Brands and retailers use it to enforce compliance, optimise placement, and recover revenue they didn't know was leaking.
A network built for students from the Junagal region — connecting them to mentors, resources, and each other at the moments that shape long-term outcomes.
One master profile. Infinite tailored CVs. The AI reads the job description, rewrites your experience to match it, and outputs a clean PDF — in under a minute.
A mobile-first Vedic astrology platform with AI daily readings, natal charts, Oracle chat, compatibility matching, dashas, yogas, remedies, and English/Hindi support.
No thought-leadership fluff. These are working notes on AI execution, capital discipline, and what actually happens when you build companies for the long term.
Despite headline-grabbing price cuts, the true unit economics of production AI are worsening. We dissect how platform premiums, vendor lock-in, and infrastructure...
Many retailers are sinking millions into smart shelf technology, mistakenly believing sensor density equals insight. I argue that without robust, multimodal AI agents...
OpenAI's FedRAMP Moderate approval isn't just a regulatory checkbox; it's a seismic shift for AI in government. This signal unlocks an unprecedented, multi-trillion...
Every product Junagal owns is run to the same four-stage governance framework. No special cases. No exceptions for early-stage work.
We write the thesis before we write any code. Market, model, moat — defined in a document before a single pound of capital is committed.
Entity, ownership, and incentives are set before operations begin. We don't retrofit governance — we start with it.
Company teams run fast and independently. Group leadership holds the scorecard: revenue, margin, and one key operational metric per business.
Cash from mature companies funds new ones. No LP pressure, no fund lifecycle, no deadline to sell. The only question is: what creates the most value over the next decade?
Optimised for enduring value. Not optics, not exits, not the next fund cycle.
Three stages. No retainers for their own sake. If we can't identify clear leverage in stage one, we say so and stop there.
One focused conversation. We map your constraints, your market, and where AI actually creates leverage — versus where it just adds cost.
A written plan: scope, decision criteria, owners, and the three metrics that will tell us if it's working. Short enough to fit on one page.
We run alongside the team, not above it. Weekly cadence, live metrics, and a clear line between what's on track and what needs to change.
We work with a small number of founders and operators at a time. If you're building for the long term and want an owner-operator alongside you — not a consultant above you — we should talk.
Tell us what you're working on, where you're stuck, and what a good outcome looks like in 18 months. We'll be direct about whether we can help and how.
We don't do short-term advisory. Every inquiry is read by Anil directly — and if there's real fit, you'll hear back within 48 hours.
Most firms will tell you what to do. Junagal does it with you — with capital, with code, and with skin in the game.
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