Quick context: AI Velocity Pods is not a recruiting platform. It is how we structure AI engineering engagements, pre-vetted offshore engineers paired with senior architects, fixed price, 2-week ramp.
The most useful thing I can share: the quality difference between good and bad offshore AI engineering comes entirely from how vetting is done. Ask whether the engineer has shipped the specific thing you need in production and can describe what broke. That separates real engineers from interview performers.
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
It's our engineering delivery model. Not a SaaS tool, an actual team structure where AI agents and senior engineers work together to build software, at a fixed price, tied to an outcome.
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.
Hey PH, Sunil here. Quick context: AI Velocity Pods isn't a tool or platform. It's how we structure engineering engagements, AI agents paired with senior engineers, fixed price, tied to a defined outcome instead of hourly billing.
We built it because billing by the hour meant slower work was more profitable. We wanted the opposite incentive.
Happy to answer questions about how it works, what a typical engagement looks like, or anything else.
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.
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.
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/...
@Wispr Flow launched on Product Hunt back in 2024. Since then it has become one of those tools that quietly sticks. It's the AI dictation tool a bunch of us here use day to day (yes, there are still a few people committed to typing everything out). It works anywhere on your Mac or PC, so you can just talk and have clean text land wherever your cursor is.
For the next three days, it is showing up on the leaderboard in a different way. From April 14 to 16, you can upvote and comment on Product Hunt using Wispr Flow directly. If you use dictation, those upvotes and comments will carry a bit more weight. Try it out by clicking the Wispr Flow unit on the Leaderboard and telling it to upvote a product name
I've heard this story so many times I could finish it for you.
The founder signs a contract. Gets a kickoff call. Feels good about it. Then slowly, the updates get vague, the timelines shift, the invoices grow. Six months in, they're still "almost done."
And the worst part? The agency isn't even doing anything wrong. That's just how hourly billing works. Slow delivery is literally more profitable for them.
I kept thinking, there has to be a better way to structure this.
We just went live, and we're on a mission to end "unpredictable dev costs" for startups and enterprises.
For the last 12+ years, we've watched founders get burned by agencies with scope creep, missed deadlines, and surprise invoices. Today we're changing that.
Ailoitte delivers AI-native app development at a fixed price with guaranteed outcomes. Discovery Architecture MVP Scale. No surprises. Just shipped products.
