US ML engineer hiring is difficult for most startups, $250K $350K packages, 4 6 month timelines.
AI Velocity Pods pairs pre-vetted offshore AI engineers with senior architects. Productive in 2 weeks. 70% less than US equivalents.
Vetting on actual production work, not interviews Senior architect on every engagement 2-week structured onboarding 100% IP ownership Fixed price, no hourly billing
We're live on Product Hunt today with AI Velocity Pods.
Your support means everything: upvotes, comments, questions. All of it helps.
Here's what we're sharing:
AI Velocity Pods is the way we build software, not a platform you log into. Each pod pairs AI agents with senior engineers inside a fixed-price engagement. No hourly billing. No open-ended timelines. You agree on what gets built. We build it.
Most RAG systems work in demos. They fail in production.
We know because we've been on the call when a VP forwards a wrong AI answer to three of their reports. That's the moment you realize your 62% baseline accuracy is a business problem, not just a technical one.
Ailoitte replaces hourly uncertainty with AI-native teams built for fixed-price, outcome-based delivery.
Ailoitte is an AI-native product engineering partner helping founders and enterprises build, launch, and scale digital products with greater speed, clarity, and accountability. We combine product thinking, senior engineering, and AI-native delivery models to turn ideas, legacy systems, and growth strategies into production-ready software.
Outcome-based AI product engineering for pre-seed to Series A founders
Most AI development engagements start with a sprint plan. We start with an audit.
Before we write a line of code, we look at the use case technically, what the AI actually needs to do, where inference is the right tool versus where a deterministic approach works better, and what "good" looks like in production versus in a demo.
Fixed-scope MVP delivery for pre-seed founders who can't afford scope creep
Most early-stage founders don't have a build problem. They have a timeline and budget problem.
We've worked with enough pre-seed teams to see the pattern: the first month gets eaten by scoping conversations. The second month gets eaten by revisions on decisions that should have been made in week one. By month three, the MVP has moved, and so has the budget.
Ailoitte: MVP in 4 Weeks is a fixed-scope, fixed-price engagement. We scope the MVP with you before a line of code is written, lock it, and ship in four weeks.
Hey everyone - wanted to share directly with our community first.
Ailoitte: MVP in 4 weeks. Delivery goes live on Product Hunt at 12:01 AM EST Friday, April 17.
Most MVPs stall for the same three reasons: scope creep mid-sprint, QA treated as a Week 4 problem, and founder decisions taking 3+ days.
If you follow this page, you'll get notified automatically when we go live. Would genuinely love your feedback on launch day: http://producthunt.com/products/...
