5 Star rating from Clutch verified reviews

Generative AI Development for Production Scale

RAG-powered knowledge assistants and AI copilots on GPT-4o, Claude, and Gemini. Built with evaluation, guardrails, and cost monitoring from day one.

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8000+
Projects
Delivered for clients nationwide
3000+
Clients
Nationwide across the USA
200+
Engineers
Senior, vetted, full-time
5.0
Clutch Rating
From verified client reviews
Where Generative AI Products Break

Why Generative AI Apps Look Great in Demo and Fail in Production

The pattern we see when prompt engineering meets real traffic, latency budgets, hallucination control, and the cost line in your monthly invoice.

The Problem

The internal demo on GPT-4 looked impressive, then the questions started: how often is this wrong, what does it cost per thousand calls at projected volume, what stops it from saying something legal will object to next quarter. The demo answered none of these because the demo was never asked. Production has to answer them every day.

Our Solution

We build generative AI the way careful teams build anything that has to hold up under load. RAG grounds outputs in your verified sources against a retrieval evaluation set, because retrieval quality is the ceiling on answer quality. Costs are budgeted per call, structured outputs validate before they reach users, and every response has an audit trail behind it.

What We Build

Generative AI Systems We Build

LLM-powered apps, copilots, RAG pipelines, and content systems engineered for production accuracy, latency, and cost.

LLM-Powered Applications

Full-stack products on GPT-4, Claude, and Gemini with streaming, caching, retry-with-fallback, and the error handling needed when a model is the unreliable dependency in your architecture.

RAG Systems & Knowledge Bases

Retrieval-augmented generation pipelines that ground outputs in your verified documents. The hard part isn't bolting on RAG; it's tuning retrieval against an evaluation set that reflects how your users actually ask questions, because retrieval quality is the ceiling on answer quality.

AI Copilots & Writing Assistants

Domain-specific writing assistants, code review copilots, and analyst tools that augment your team rather than replace their judgment. The design question we keep coming back to: where does the human stay in the loop, and where does the copilot earn the right to act on its own.

Multi-Modal AI

Systems that combine text, image, audio, and structured inputs. Document understanding, visual inspection paired with text reasoning, and content generation that holds up across modalities, rather than impressive single-modal outputs that miss what's in the other channels.

Prompt Engineering & Optimization

Systematic prompt design, evaluation frameworks, and A/B testing pipelines that improve model performance on your tasks. Prompts are code that happens to be in English, and we treat them with the same version control, review, and testing discipline as anything else in your stack.

Guardrails & Safety Layers

Input and output filtering, topic detection, PII scrubbing, toxicity blocking, and audit logging. The list looks long because real-world generative AI sees inputs no demo ever showed it, and a single bad response is more expensive than the cost of every guardrail combined.

Where It Ships

Generative AI Development Services in Production

How teams are shipping generative ai development services into real revenue, operations, and risk workflows.

01

Customer-Facing AI Assistants

Customer support chat and product Q&A grounded in your help center, policies, and product docs. Retrieval has its own evaluation set, low-confidence responses fall back to a human path, and every conversation is reviewable from the same console your CX team already uses.

02

Domain-Specific Writing Copilots

Drafting support for legal, financial, and clinical teams. First-pass output matches your house style and terminology, with the human still owning the decisions that matter and a citation trail behind every claim that could be challenged later.

03

Code Generation & Developer Copilots

Internal developer copilots tuned to your codebase, libraries, and review standards. They live inside the tools your engineers already use, not in a separate chat interface they'll abandon in a week, and they refuse to autocomplete patterns your linter would reject.

04

Marketing & Creative Content Generation

Briefs in, drafts and variations out, with version control, brand-guideline checks, and a reviewer queue before anything publishes. Useful when your team is producing more variants than humans can write, not as a replacement for the voice work humans still do best.

05

Multi-Modal Content Generation

Image, text, and structured-data generation from a single brief or product record. Outputs go through the same validation and approval flow your team uses for hand-built assets, with the model's draft as a starting point, not a finished deliverable.

06

Structured Output Pipelines

LLMs producing JSON the rest of your system can consume, with schema validation, retry logic on parse failures, and observability so a malformed response becomes a logged incident rather than a silent corruption downstream.

Questions? We've Got Answers

Your Generative AI Questions, Answered.

Production-grade answers on what RAG actually needs beyond basic vector search to stay accurate at scale.

Featured Answer

What does a production-grade RAG system actually need beyond basic retrieval?

Beyond simple vector search, production RAG needs five layers. Chunking strategy that preserves semantic boundaries rather than fixed character splits. Hybrid retrieval combining vector and keyword search since vectors miss exact-match queries. Reranking that filters retrieved chunks before sending to the model. Source citation that lets users verify answers. Evaluation pipelines that catch retrieval quality regressions when documents change. Skipping these turns RAG from useful into unreliable in real workflows.

Request a RAG architecture review of your current setup.

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Tech Stack

Technologies for Generative AI Development Services

The tools and frameworks our engineers reach for on production work.

OpenAIAnthropic ClaudeGoogle GeminiLangChainLlamaIndexPineconeWeaviatePythonFastAPIReact

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How We Work

Our Development Process

A proven agile methodology that ensures transparency, predictability, and results.

01

Discovery & Planning

Deep dive into your goals, users, and technical requirements. We define scope, timeline, and success metrics.

02

Architecture & Design

System design, wireframes, and prototypes. We validate the approach before writing code.

03

Agile Development

Two-week sprints with bi-weekly demos. Continuous integration, code reviews, and transparent progress.

04

Testing & QA

Automated testing, manual QA, performance testing, and security audits on every release.

05

Deployment & Launch

Zero-downtime deployment to production with monitoring, alerting, and rollback capabilities.

06

Optimization & Support

Post-launch monitoring, performance optimization, and ongoing feature development.

The Software Pro Difference

Why Choose Software Pro for Generative AI Development Services

The reasons engineering leaders keep coming back, told the way we'd tell them in the room.

NYC Headquartered, Global Talent

420 Lexington Ave, Suite 300. NYC based agency accountability backed by 200+ globally sourced engineers and developers.

2 Week Team Spinup

From signed contract to productive engineers in 10 business days. We've done it 200+ times.

95% Retention Rate

Our engineers stay because we treat them right. Low turnover means consistency for your project.

Zero Risk Trial

Every engineer comes with a 2 week trial. Not the right fit? We replace them in 48 hours, no charge.

US Time Zone Alignment

6 to 8 hours of daily overlap with every US timezone. Real time collaboration, not async handoffs.

8000+ Projects Delivered

From Series A startups to Fortune 500 enterprises. We've seen every challenge and solved it.

Case Studies:
Results You Can Trust

Discover real outcomes from real clients: software platforms, custom development, and full stack solutions that moved the needle.

Healthcare AI Receptionist & Call Automation Built for Patient Connect / CuroAI
Featured
Verified

Healthcare AI Receptionist & Call Automation Built for Patient Connect / CuroAI

"Software Pro took the time to understand how our healthcare communication workflows actually operated before recommending a solution. Their ability to design a secure, scalable AI receptionist system while maintaining compliance standards made the implementation smooth and practical for our team."

Written by: Ben Pure, VP

Patient Connect

AI Receptionist Development

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ZIINA Payments App Built for the UAE Market, Licensed by the Central Bank of UAE
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ZIINA Payments App Built for the UAE Market, Licensed by the Central Bank of UAE

"Software Pro delivered our entire mobile payments platform on time, handling complex compliance requirements and integrating with UAE financial infrastructure. Truly an exceptional team."

Written by: Ahmed Al-Rashid

ZIINA

FinTech App Development

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LaborAI Warehouse Planning Platform Redesigned for Clarity, Usability, and Conversions
Verified

LaborAI Warehouse Planning Platform Redesigned for Clarity, Usability, and Conversions

"The redesigned website finally communicates what LaborAI does in a way that resonates with our customers. Complex technical content turned into a clear, compelling experience that drives real inquiries."

Written by: Lee Rector

LaborAI

Website Redesign

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Miiskin Telehealth App Connecting Patients with Board-Certified Dermatologists Online
Verified

Miiskin Telehealth App Connecting Patients with Board-Certified Dermatologists Online

"The team built a secure, HIPAA-compliant telehealth platform our dermatologists use daily. Their expertise in healthcare app development made the entire process seamless and reliable."

Written by: Dr. Martin Jensen

Miiskin

Healthcare Telehealth App

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Aware House Multi-Vendor Marketplace Optimized with CRO for Higher Conversion and Sales
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Aware House Multi-Vendor Marketplace Optimized with CRO for Higher Conversion and Sales

"The CRO work transformed how our customers shop on Aware House. The improvements to navigation and product pages have made a real difference to how visitors engage and convert."

Written by: Lauren Hidalgo

Aware House

eCommerce CRO & Redesign

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Goalers iOS App Launched on the App Store with a Perfect 5.0 Star Rating
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Goalers iOS App Launched on the App Store with a Perfect 5.0 Star Rating

"From wireframes to App Store submission, Software Pro handled everything professionally. The app is beautiful, fast, and our early users absolutely love it."

Written by: Chris Mercer

Goalers LLC

iOS Mobile App Development

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Ecological Law Website Built from Scratch for Global SEO Visibility and Mission Impact
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Ecological Law Website Built from Scratch for Global SEO Visibility and Mission Impact

"Software Pro built us a platform that truly represents our mission and reaches the global audience we need. The site is clear, professional, and already helping us connect with advocates worldwide."

Written by: Victor Tafur

Ecological Law

Website Design & Development

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Proud Arts STL Nonprofit Website Redesigned to Drive Engagement and Community Impact
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Proud Arts STL Nonprofit Website Redesigned to Drive Engagement and Community Impact

"The redesigned website finally tells our story in a way that moves people. We can see the difference in how visitors engage with our programs and how many more complete registrations."

Written by: AJ

Proud Arts STL

Nonprofit Website Redesign

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FX Evolution Trading Platform Delivering Real-Time Market Data to Active Traders
Verified

FX Evolution Trading Platform Delivering Real-Time Market Data to Active Traders

"Software Pro built our full trading education platform with real-time data feeds and a polished member dashboard. Our Market Masters Club members rate it as an essential daily tool."

Written by: Robert Chambers

FX Evolution

Trading Platform Development

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Collective Voice Creator SaaS Platform Powering Influencer Campaigns at Scale
Verified

Collective Voice Creator SaaS Platform Powering Influencer Campaigns at Scale

"The SaaS dashboard Software Pro built for us is clean, fast, and exactly what our creator partners need. They truly understood our product vision and delivered it with precision."

Written by: Sarah Mitchell

Collective Voice

Creator SaaS Platform

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Wisper ISP Website Refined for Cross-Device Consistency, Mobile Usability, and Technical Reliability
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Wisper ISP Website Refined for Cross-Device Consistency, Mobile Usability, and Technical Reliability

"Our mobile users can now access all forms and the redirect issues that were frustrating customers are completely resolved. Systematic, accurate, and professional work."

Written by: AJ

Wisper ISP

Website Development

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PCMCC Healthcare Platform Redesigned for Better UX and SEO, Growing Impressions from 526 to 4.83K
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PCMCC Healthcare Platform Redesigned for Better UX and SEO, Growing Impressions from 526 to 4.83K

"The redesign transformed how our platform presents our services. Going from barely showing up in search to over 4,800 impressions is a meaningful change for our practice."

Written by: Benjamin Pure

PCMCC

Website Redesign & SEO

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STRIDES iOS App Launched on the App Store to Power Real-Time Sales Tracking for Insurance Agencies
Verified

STRIDES iOS App Launched on the App Store to Power Real-Time Sales Tracking for Insurance Agencies

"STRIDES gave us exactly what we needed — a simple way for agents to log their activity and a clear way for us to see what is actually happening in the field."

Written by: Andy Khoo

GITSA

iOS App Development

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Protect3D Health-Tech Website Redesigned to Communicate Complex Innovation and Drive Demo Bookings
Verified

Protect3D Health-Tech Website Redesigned to Communicate Complex Innovation and Drive Demo Bookings

"The team took our technically complex product and turned it into a story that our customers actually understand. The improvement in demo requests since launch has been significant."

Written by: AJ

Protect3D

Health-Tech Website Redesign

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IllnessRx Healthcare App Connecting Patients and Providers Across Multiple US States
Verified

IllnessRx Healthcare App Connecting Patients and Providers Across Multiple US States

"The team delivered a secure and compliant healthcare app our medical network depends on daily. Their understanding of HIPAA requirements and healthcare workflows was outstanding."

Written by: Dr. Patricia Wells

IllnessRx

Healthcare App Development

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Crosslet Photo & Video Website Redesigned into a High-Impact, SEO-Ready Platform for Growth
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Crosslet Photo & Video Website Redesigned into a High-Impact, SEO-Ready Platform for Growth

"The team transformed our outdated website into a platform that truly reflects the quality of our work. The new design is clean, professional, and we are already seeing more inquiries from potential clients."

Written by: Alyssa Voss

Crosslet Photo & Video

Website Redesign & SEO

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J & P Painting Website Built from the Ground Up to Drive Local Leads and Bookings
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J & P Painting Website Built from the Ground Up to Drive Local Leads and Bookings

"We went from having no online presence to a professional website that generates real inquiries. We are now showing up in local searches and getting more calls than ever before."

Written by: Jack Odin

J & P Painting

Website Development

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Envy Eyes & Wax Med Spa Website Redesigned to Reflect Premium Brand and Drive Bookings
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Envy Eyes & Wax Med Spa Website Redesigned to Reflect Premium Brand and Drive Bookings

"Our new website finally looks and feels like the premium spa experience we deliver. Clients are finding us more easily online and the booking process is so much smoother."

Written by: Tammy Pak

Envy Eyes and Wax Med Spa

Website Redesign

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Aware House Shop CRO Strategy Delivering Multi-Fold ROAS Improvement on Shopify
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Aware House Shop CRO Strategy Delivering Multi-Fold ROAS Improvement on Shopify

"We had the traffic and the products but were not converting. The team identified exactly where we were losing customers and fixed it. Our ROAS improvement has been exceptional."

Written by: Lauren Hidalgo

Aware House

eCommerce CRO

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KAF Arts Platform Built as a Scalable Digital Hub for a Multi-Venue Arts Organization
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KAF Arts Platform Built as a Scalable Digital Hub for a Multi-Venue Arts Organization

"The custom filtering and performance improvements have made a measurable difference. It was a complex build and the team handled every challenge with expertise."

Written by: AJ

KAF Arts

Website Development

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Radius Enterprise Website Engineered for Scalability, Advanced UX, and Multi-Country Expansion
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Radius Enterprise Website Engineered for Scalability, Advanced UX, and Multi-Country Expansion

"The level of engineering precision was outstanding. The CMS components mean our team can update content without involving developers. Exceptional work throughout."

Written by: AJ

Radius

Enterprise Website Development

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Gate Escape Premium Airport Experience Website Designed for Immersion and Conversion
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Gate Escape Premium Airport Experience Website Designed for Immersion and Conversion

"The team translated our innovative airport pod concept into a digital experience that matches the quality of our physical product. The visual storytelling exceeded our expectations."

Written by: AJ

Gate Escape

Website Redesign

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Rebis Design System Stabilized for a Consistent, Scalable, and Professional Web Platform
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Rebis Design System Stabilized for a Consistent, Scalable, and Professional Web Platform

"We had been struggling with style inconsistencies that kept coming back every time we made updates. The team fixed it properly and our site now looks consistent across every page."

Written by: AJ

Rebis

Design System Development

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Pep Boys Enterprise Website Scaled with Location Pages, SEO Content, and Streamlined Deployments
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Pep Boys Enterprise Website Scaled with Location Pages, SEO Content, and Streamlined Deployments

"The team became a reliable extension of our development operation, handling landing page creation and content updates with the accuracy and discipline that enterprise workflows demand."

Written by: Adam Huber

Pep Boys

Enterprise Website Development

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FallTech Blog Transformed into a Structured SEO-Driven Content Platform for Long-Term Growth
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FallTech Blog Transformed into a Structured SEO-Driven Content Platform for Long-Term Growth

"The team transformed our disorganized blog into a proper content platform. The migration from HubSpot was handled without losing content and the SEO structure has significantly improved performance."

Written by: CDS Team

FallTech

Content Platform Development

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P&E Stainless Product Catalog Transformed into a Structured Digital Platform for Technical Buyers
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P&E Stainless Product Catalog Transformed into a Structured Digital Platform for Technical Buyers

"Migrating our entire product catalog was a complex undertaking. The result is a platform that our technical customers can actually navigate efficiently to find the specifications they need."

Written by: CDS Team

P&E Stainless

Product Catalog Development

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Chromatic Fox Studio Website Continuously Enhanced to Support Growing Beauty Service Offerings
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Chromatic Fox Studio Website Continuously Enhanced to Support Growing Beauty Service Offerings

"Having a reliable development partner for ongoing website updates has been invaluable. Every new service page matches our existing design perfectly and critical updates are handled exactly when needed."

Written by: CDS Team

Chromatic Fox Studio

Ongoing Website Development

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Holy City Med Landing Page Built to Drive Membership Signups for Modern Healthcare Services
Verified

Holy City Med Landing Page Built to Drive Membership Signups for Modern Healthcare Services

"The landing page does exactly what we needed — it explains our model clearly and converts visitors who would otherwise leave confused. The multi-audience approach was particularly effective."

Written by: CDS Team

Holy City Med

Landing Page Development

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TMMR Fleet Operations SaaS Platform Built to Centralize Reporting for Transportation Professionals
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TMMR Fleet Operations SaaS Platform Built to Centralize Reporting for Transportation Professionals

"Having everything — mileage, maintenance, invoices, compliance — in one place instead of spread across different tools has transformed how we manage our operations."

Written by: Van Solkov

TMMR

SaaS Platform Development

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People 4 People Membership Platform Scaled with Custom Commission Logic and Multi-Role Architecture
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People 4 People Membership Platform Scaled with Custom Commission Logic and Multi-Role Architecture

"The membership system, commission logic, and onboarding improvements have made a real difference to how our platform operates. The scalability work means we can grow without worrying."

Written by: Jennifer

People 4 People

Membership Platform Development

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Industries

Generative AI Development Services Across Industries

We've delivered generative ai development services solutions for companies in these industries and more.

Client Reviews

Trusted by Engineering Leaders

All reviews verified and sourced fromClutch.co
Clutch Verified

"Software Pro took off the workload of production from our shoulders entirely. They designed and developed the entire platform from scratch and provided continuous application support. We're already in talks with them for another project."

E-Commerce Development & Application Support

Phillip Tyler

Founder, Kreative Bugs

Brisbane, AustraliaMar 2025
Clutch Verified

"Their commitment to clear communication, timely delivery, and post-launch support truly impressed us. They delivered a robust, scalable website with visually stunning design. Post-launch training and troubleshooting ensured we could manage everything independently."

Web Development & UI/UX Design

Daniel Foster

Manager, Bulvar Global

Lisbon, PortugalMar 2025
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Frequently Asked Questions

Answers to what buyers ask before they sign.

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