AI PoC and MVP Development Services: Prove It Before You Bet the Whole Budget | SoftCircles, LLC

AI PoC and MVP Development Services: Prove It Before You Bet the Whole Budget

We turn an AI idea into a working pilot in weeks, then into a production-ready MVP, so you know it works before you scale. Trusted by 200+ founders and leaders worldwide.

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For Every 33 AI Pilots, Four Make It to Production

33%

Enterprises typically launch 33 AI proofs-of-concept for every 4 that make it into production. The rest stall out.

Source IDC and Lenovo, AI CIO Playbook, 2025
42%

The share of companies abandoning most of their AI initiatives jumped from 17% in 2024 to 42% in 2025.

Soucre S&P Global, 2025
Less than 20%

Fewer than one in five organizations track the KPIs that would actually tell them whether their AI is working.

Source McKinsey & Co., 2025

One Use Case at a Time

Different industries validate AI differently. A healthcare pilot needs compliance built in from day one. A retail pilot needs to prove it moves a conversion number. We scope each one to match.

AI Agents, Workflows & Agentic OS

AI for Healthcare

HIPAA-compliant AI agents that cut administrative load, intake automation, clinical documentation support, and patient triage that frees up your care teams.

AI Agents, Workflows & Agentic OS

AI for Fintech

AI systems built for fraud detection, risk scoring, and compliance reporting, without slowing down the transactions your users expect to be instant.

AI Agents, Workflows & Agentic OS

AI for Real Estate

AI-driven property matching, automated valuations, and lead qualification that turns browsers into scheduled showings.

AI Agents, Workflows & Agentic OS

AI for E-commerce

Personalized recommendations, dynamic pricing, and AI support agents that convert carts instead of abandoning them.

AI Agents, Workflows & Agentic OS

AI for Logistics

Route optimization, demand forecasting, and AI agents that catch delays before your customer has to ask where their order is.

AI Agents, Workflows & Agentic OS

AI for Travel

AI-powered itinerary planning, dynamic pricing, and 24/7 booking support that doesn't put travelers on hold.

AI Agents, Workflows & Agentic OS

AI for EdTech

Adaptive learning tools, automated grading, and admin workflows that give teachers back their time and students better outcomes.

AI Agents, Workflows & Agentic OS

AI for Retail

Inventory forecasting, personalized recommendations, and AI-driven support that keeps shelves stocked and baskets full.

Test the Idea Before You Fund the Build

A year-long build to find out if AI works for you is a bad bet. Strategy, AI PoC, and AI MVP work all come from one team here, so what you validate in week three is the same thing that ships in month three.

Response within 24 hours HIPAA Compliant NDA Protected

Pick the One Idea Worth Testing First

Even with 12+ years in the game, we keep our ear to the ground on what's actually working in AI right now, not just what's trending. We keep clients in the thick of it, with full visibility into progress and minimal need to chase us for updates. We're transparent, self-regulating, and prefer to over-communicate. You stay at the helm of your project, always.

Services we offer

From One Idea to a Working Product

Vision Discovery

Most teams have five AI ideas and no way to rank them. We help you find the one worth testing first: real data behind it, and a number attached to it that you can defend to your board afterward.

Team Size: 2 resources
Timeline: 1 Week

Market Insights & Feasibility Analysis

We check whether the use case has the data, the systems, and the workflow fit to succeed. If it doesn't, that's a week-one conversation, not a month-three surprise.

Team Size: 2 resources
Timeline: 1 Week

PoC First, Then Earn the MVP

The proof of concept answers one question: does this actually work on your real data, in your actual workflow? Whatever clears that bar moves forward. Whatever doesn't, we tell you honestly, and you've spent weeks finding out instead of a year.

Stress-Tested, Not Just Demoed

We push the pilot through the messy inputs and edge cases real users throw at things. A prototype that only survives a clean demo tells you very little.

A Checkpoint You Can Actually Act On

The AI PoC gives you a real result to decide from: fund the AI MVP, adjust the approach, or walk away, all before the full budget is committed.

No Rebuild Between Stages

The AI PoC is built on real architecture from the start, so turning it into an AI MVP means hardening what's there, not starting from zero.

What We've
Actually Shipped

Two hundred products shipped. Zero shortcuts taken. Here’s a look at what happens when founders and leaders actually build.

See all projects →

$10M

Revenue earned by client products

200+

Web & mobile products shipped

1,000,000

People using our builds every day
Special Education demystified
Increased user activation by 73% with AI-driven onboarding and frictionless authentication
EdTech AI iOS Android Web
Verified

Where AI PoC and MVP Fits In

Most AI vendors sell you a strategy deck or a finished product, with nothing to prove the idea works in between. We build the middle step: a working pilot on your real data, before you commit to the full build.

Every PoC we scope answers one specific business question. We're not interested in showing off what a model can do in general.

An AI PoC that can't become an AI MVP wastes everyone's time. Ours are built on production-grade foundations from the first prototype.

Services we offer
AI Consulting & Strategy
AI PoC & MVP Development
We take an AI idea from "we think this could work" to a working pilot you can test against real data, then to a production-ready MVP once it proves out. Each stage has a clear pass or fail line, so you're never guessing where things stand.

We identify the AI opportunity most likely to create measurable business value, assessing workflow fit, data availability, and ROI potential before you commit to a use case.

We evaluate whether the use case has the right data, systems, and operational context to succeed, so the AI PoC doesn't get built on weak assumptions.

A working, testable AI PoC built around one core workflow, scoped to prove or disprove the idea within weeks, with real performance data behind the result.

A production-ready version of what the AI PoC proved out: scalable architecture, integration into your existing systems, and monitoring and governance controls built in.

For validated use cases ready to expand, we scale the AI PoC and MVP work to more users and more workflows, with the oversight and infrastructure a wider rollout needs.

What a Real PoC Actually Gets You

Validate the idea before you fund the build

Find out whether AI can move a specific business number using your actual workflows and data, weeks into the process instead of a year in.

Catch the expensive problems early

Data gaps, integration issues, and compliance requirements show up in a PoC within weeks. Left undiscovered, they show up in a failed rollout months later, at a much higher cost.

Reach a working product faster

A focused pilot beats a strategy engagement that ends in a deck and a shrug.

Walk away with a number

Accuracy, response time, cost savings, adoption rate- whichever metric matters for your use case- measured, on record, ready to defend.

Keep a real path open to production

The architecture, integrations, and monitoring needed to take a validated idea to more users get built in from the start.

Not sure which idea is worth testing first
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Built So the PoC Doesn't Get Thrown Away

See our projects Our tech stack
+
AI & Prototyping
Fast, disposable-if-needed prototyping tools for the AI PoC stage, upgraded to production-grade equivalents once the AI MVP is funded.
Modern frameworks chosen for what the AI MVP specifically needs to do, not a default template.
Deployed on infrastructure that scales past the pilot without a rebuild, set up correctly from week one.
Modern frameworks chosen for what the AI MVP specifically needs to do, not a default template.

No Pilots That Quietly Disappear

Strategy before development

We identify the real workflow, the business case, and what success specifically means before we build anything, so the PoC is designed to answer a real question.

Full-stack AI delivery team

AI architects, integration engineers, and prompt engineers work side by side, building the AI PoC the same way the AI MVP will eventually get built.

Guardrails at pilot stage, too

Access controls and human oversight show up in the PoC itself, so what you test is close to what you'll eventually run in production.

Tied to a metric from day one

Every PoC we build is tied to a business metric you're already tracking, so "it worked" has evidence behind it.

Latest insights & resources

DIVE INTO REVOLUTION

Where there’s smoke…

From first-time founders to billion-dollar brands — over 200 leaders have trusted us to build the thing that moves their business forward.

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