AI Proof of Concept Development

SpeedMVPs builds a working AI POC in 2-3 weeks to validate feasibility, select the right model, and prove value on real data before you commit to a full MVP.

15+
AI/ML Engineers
2-3
Weeks to Delivery
18+
MVPs Shipped
100%
Code Ownership

What We Deliver with AI Proof of Concept Development

1

Feasibility Assessment on Real Data

  • Ingest your actual datasets — not synthetic proxies — to measure true model performance against your use case
  • Benchmark 2-4 candidate LLMs or ML models (e.g. GPT-4o vs Claude 3.5 vs open-source) on accuracy, latency, and cost
  • Identify data quality gaps, labeling needs, and retrieval bottlenecks before they become expensive MVPproblems
  • Deliver a written feasibility verdict: go / go-with-changes / no-go, with hard numbers to back the call
2

Working Interactive Demo

  • Ship a clickable, hosted demo your stakeholders can interact with — not a slide deck or a Jupyter notebook
  • Scope is intentionally narrow: one core user flow, real API calls, real data pipeline, zero production overhead
  • Demo is built on the same stack (Next.js, FastAPI, pgvector) we would use for your full MVP, so no throwaway code
  • Includes a short screen-recorded walkthrough you can share with your board or investors immediately
3

POC-to-MVP Decision Package

  • Architecture recommendation covering the exact model, embedding strategy, vector store, and hosting tier for production
  • Itemised MVP scope with story points and a fixed-price estimate — grounded in what we actually observed in the POC
  • Risk register listing the three to five unresolved technical unknowns and how we would resolve each in MVP phase
  • Go/no-go framework so you can present a data-backed investment decision to leadership with confidence

Frequently Asked Questions

A POC answers one question: can this AI idea work on real data? It is narrow in scope, not production-hardened, and typically not shown to end users. An MVP is a production-ready product with authentication, error handling, billing, and enough polish for real users to rely on daily. At SpeedMVPs we always recommend a POC first when the core AI behaviour is unproven — it costs a fraction of an MVP and eliminates the biggest technical risk before you commit to the full build.

Most POCs are complete in 2-3 weeks. Pricing starts from $8,000 for a single-model, single-data-source POC and scales with complexity — for example, a multi-modal or multi-agent POC typically runs $12,000–$18,000. You receive a fixed-price quote after a 30-minute scoping call, so there are no surprises. All code and findings are yours to keep regardless of whether you proceed to MVP.

You do not need perfectly clean data — in fact, discovering data quality issues is one of the most valuable outputs of the POC. We ask for a representative sample (typically 500–5,000 records or documents) in whatever format you have it: CSVs, PDFs, a database dump, or API access. We handle ingestion, cleaning, and embedding as part of the engagement and document what we found so your team can address gaps before the MVP build.

We select candidates based on your use case. For language tasks we commonly benchmark GPT-4o, Claude 3.5 Sonnet, Gemini 1.5 Pro, and a cost-efficient open-source model such as Llama 3.1 70B. For embeddings we compare OpenAI text-embedding-3-large, Cohere embed-v3, and BGE-M3. We score each on task-specific accuracy, cost per request at your projected volume, and latency — then give you a single recommended choice with a clear rationale.

There is no obligation. You receive all code, findings, and the architecture blueprint outright. Many clients do proceed to MVP with us because the POC code is already on our standard stack and the fixed-price estimate is ready to sign — there is no hand-off friction. But if you want to take the deliverables to an in-house team or another agency, everything is documented and yours to use.

Trusted by Global Companies Building AI Products

We've helped startups and enterprises worldwide transform their AI ideas into production-ready MVPs in 2–3 weeks. From fintech platforms to AI assistants, our global MVP development services have launched 18+ AI products serving users across the US, Europe, and Asia.

Uneecops logo
UniqueSide logo
Vaga AI logo
Listnr AI logo
Statshub logo
Crework Labs logo
AgentHi logo
Quickmail logo
SuperStatz logo
Startupgrow logo
Typefast AI logo
Uneecops logo
UniqueSide logo
Vaga AI logo
Listnr AI logo
Statshub logo
Crework Labs logo
AgentHi logo
Quickmail logo
SuperStatz logo
Startupgrow logo
Typefast AI logo
Uneecops logo
UniqueSide logo
Vaga AI logo
Listnr AI logo
Statshub logo
Crework Labs logo
AgentHi logo
Quickmail logo
SuperStatz logo
Startupgrow logo
Typefast AI logo
What We've Done for Them→

Portfolio: AI Products Built for Global Startups

From content platforms and AI assistants to analytics dashboards and fintech solutions—see how we've transformed ideas into production-ready MVPs in 2-3 weeks across diverse industries. Each product launched successfully, serving users globally.

UseArticle

UseArticle

AI-powered content creation and management platform that helps teams produce high-quality articles at scale.

AgentHi

AgentHi

Intelligent virtual assistant that streamlines customer support and automates routine business tasks.

StatsHub

StatsHub

Comprehensive analytics dashboard providing real-time insights and data visualization for businesses.

Harimaxx

Harimaxx

Personal fitness companion with AI-driven workout plans and nutrition tracking for optimal health.

Vaga

Vaga

Smart travel planning app that curates personalized itineraries and local experiences.

FoodScan

FoodScan

Nutrition analysis app that scans food items and provides detailed nutritional information instantly.

MyJobReach

MyJobReach

Job matching platform connecting talented professionals with their dream opportunities.

TravelGram

TravelGram

Social platform for travelers to share experiences, discover destinations, and connect globally.

SuperStatz

SuperStatz

Advanced sports statistics platform delivering in-depth analysis and performance metrics.

Cashbook

Cashbook

Simple expense tracking and budgeting app that helps users manage their finances effortlessly.

TypeFast

TypeFast

Typing speed improvement platform with gamified lessons and real-time performance tracking.

Easy Loan

Easy Loan

Streamlined loan management system that simplifies borrowing and lending processes.

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Schedule a complimentary strategy session. Transform your concept into a market-ready MVP within 2-3 weeks. Partner with us to accelerate your product launch and scale your startup globally.