AI-based Product Build

AI products where intelligence is the value not just a feature.

Full-stack product development for AI-native applications where the model, the data, and the user experience are designed together from day one.

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Why this matters

1.7x

higher revenue growth and 3.6x greater three-year total shareholder return for companies that systematically build AI into their core products and operations, compared to laggards

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5%

of companies globally qualify as "future-built" for AI - generating substantial value at scale. The remaining 60% generate no material value from their AI investments despite meaningful spending.

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88%

of organizations use AI in at least one function, but only 39% see any enterprise-level EBIT impact. Adoption without product-level thinking is just spend. The value comes from building AI into the product - not bolting it on.

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What you get ?

01

AI Product Strategy & Scoping

02

Data Strategy & Pipeline Architecture

03

Model Selection, Training & Integration

04

Full-Stack Application Development

05

Evaluation, Safety & Compliance

06

Monitoring, Feedback & Continuous Learning

How we deliver this

Discovery workshop
[01]Discovery workshop

We sit with you, map your workflows, users, and constraints. You leave with a scoped brief — not a proposal full of assumptions.

[02]Architecture & Design

System design and UX decisions made before a line of production code.

[03]Build

Sprint-based delivery with demos every cycle and one accountable lead.

[04]Ship

Deployment to your infrastructure with docs and a clean handover.

[05]Stabilize

30 days of post-launch stabilization while real usage settles in.

Service Brief

Duration12-24 weeks
Good For

Founders, Product Leaders, Business Owners building a product where AI is the core value

Book a Call

What we build with

FRONTEND
JavaScript
React
TypeScript
Next.js
MOBILE
React Native
BACKEND
.NET
Node.js
NestJS
Python
DATABASES
MS SQL
PostgreSQL
MariaDB
MySQL
ARTIFICIAL INTELLIGENCE
LangChain
LangGraph
OpenAI API
Anthropic Claude API
INTEGRATIONS
Stripe
Forte
Square
Authorize.Net
AUTHENTICATION & SECURITY
OAuth 2.0
JWT
SSO
Azure Entra ID
DEVOPS & CI/CD
Docker
Kubernetes
GitHub
Terraform
CLOUD
Microsoft Azure
Amazon AWS
Cloudflare
Vercel

Don't see your stack? We've shipped on 15+. Tell us what you use

Work that proves it.

AI SaaS
docuCODER Surgery project wordmark, highlighted color card logo

We are the eyes and ears of the operating room

Docucoder captures the procedure in real time and delivers a ready to review, CPT coded surgical report by the end of the case. No paperwork relay, no lost detail.

90 Daysdelivered time
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Internal ERP / SaaS
Procure Builder project wordmark, highlighted color card logo

They handed us a spreadsheet. We built the system their material runs on.

A role based ERP that put procurement, inventory, budgets and approvals for a multi site construction firm into one platform, from the C suite to the job site.

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Operations Platform
cis-case-study-logo

From spreadsheet commission chaos to one auditable source of truth

A telecom and IT services brokerage was running catalog, orders, and multi party commissions across a generic CRM and a sprawl of Excel. We rebuilt it as a single operational platform with the commission engine at its core.

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Two Sided Platform
IVY Estate Agency project wordmark, highlighted color card logo

Built for a business where discretion is the product

A high end household and estate staffing agency was running its pipeline across spreadsheets, email, and WhatsApp. We replaced it with a two sided, stage gated platform where each side sees only the view it needs.

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Internal Platform
westrow food group logo

One platform to run the whole brokerage

Westrow brokers perishable food into every major Canadian retailer. We rebuilt the system that connects their client, their retail customers, and every product spec in between, retiring a legacy database and a wall of spreadsheets for a single source of truth.

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See All Case Studies

FAQs about AI-based Product Build

Our other AI services - Agentic Workflows, ML Deployments, RAG, AI Evaluations - are focused on specific capabilities. This service builds a complete AI-native product from the ground up. If you're building a SaaS product where AI is the core value proposition - not just adding AI features to an existing app - this is the right engagement. We handle strategy, data, models, application development, and launch as a single cohesive build.

Ready to get started with Our AI Product Build Service

Book a 30-minute scoping call. We'll give you honest direction, not a sales deck.

Book A 30-Min Scoping Call