What AI Projects Deliver the Fastest ROI?Fastest ROI
We build high-impact AI tools that start paying back in 8-12 weeks. No 18-month research projects. Fixed pricing from $60K.
IRPR develops AI projects that generate measurable business returns in weeks, not years. We use production-ready tech like OpenAI GPT-4o, Anthropic Claude, Google Vertex AI, and fine-tuned open-source LLMs (Llama 3, Mistral). Every project targets a specific KPI – reduced support tickets, faster invoice processing, higher lead conversion.
What ships: a working AI application (SaaS or internal tool) in 8-12 weeks. Pricing is fixed after the Roadmap phase (week 2), typically $60K-$200K depending on complexity. All projects ship with SOC 2-compliant infrastructure and API integrations.
Who hires us: Heads of Product at SaaS companies automating user workflows, COOs at logistics firms reducing manual data entry, Marketing Directors at ecommerce brands building personalized recommendations, and CTOs at healthcare startups needing HIPAA-compliant clinical decision support.
Types of software we ship.
AI-Powered Chatbot for Customer Support
Integrates with Zendesk or Intercom. Handles 40% of Tier-1 tickets instantly using LLMs, reducing average resolution time by 3 hours.
Document Processing & OCR Automation
Uses AWS Textract and LLMs to extract data from invoices, claims, or contracts, cutting manual data entry costs by 70%.
Predictive Analytics Dashboard
Forecasts sales, inventory, or churn with models running on BigQuery. Delivers 15% accuracy lift over spreadsheets, deployed in 10 weeks.
AI-Driven Lead Scoring Engine
Ranks 1,000+ leads daily using Scikit-learn and Salesforce API. Improves sales conversion by 15% within 2 months.
Automated Report Generation
Drafts financial summaries, performance reports, or market updates using GPT-4o. Saves analysts 10 hours per week per user.
Intelligent Search for Knowledge Bases
Deploys vector search with Pinecone or Weaviate to surface answers from 100K+ docs, reducing internal help desk tickets by 50%.
Personalized E-commerce Recommendations
Real-time product suggestions via TensorFlow and Redis, integrated with Shopify Plus. Lifts average order value by 18%.
Automated Compliance Monitoring
Scans transactions or communications for regulatory violations using NLP models. Flags 95% of issues before human review, on AWS GovCloud.
We build for every business type.
Ecommerce & Retail
Healthcare & Life Sciences
Financial Services & Insurance
Logistics & Supply Chain
SaaS & Technology
AI Returns You Can Measure
Our AI projects track concrete financial metrics from month one.
We build AI solutions that tie directly to cost savings or revenue growth. For a logistics client, our route optimization AI reduced fuel costs by 12% in the first quarter. An ecommerce chatbot we shipped handles 4,200 conversations per day, deflecting 35% of support volume.
IRPR has shipped 200+ AI integrations across 50 countries. Our fixed-price model means you know the cost before a single line of code is written. Projects start at $60K for an MVP that goes live in 8-12 weeks.
Fast AI vs. Slow AI
Most AI initiatives fail to deliver ROI because they are too broad.
The difference between a successful AI project and a stalled one is scope and execution speed. IRPR focuses on narrow, high-impact use cases that can be built in a single quarter. We avoid multi-year machine learning research projects.
Our AI is built with off-the-shelf models fine-tuned for your data, not from scratch. This cuts development time by 60% and gets you to ROI faster. We deploy on your cloud (AWS/GCP/Azure) in a secured environment.
- 18-month roadmap with no deployable product
- Research-heavy, no production code until year 2
- Hourly billing that inflates from $50K to $500K
- Focus on model accuracy instead of business outcome
- No integration with existing CRM/ERP systems
- Dedicated data science team that never talks to operations
- 4-week discovery to identify top-ROI use case
- First working AI tool live within 12 weeks
- Fixed price from $60K, no overruns
- Outcome-first: we measure ticket deflection or revenue
- Pre-built integrations with Salesforce, HubSpot, Zendesk
- Squad lead communicates weekly with stakeholders
How We Scope an AI Project for Fast ROI
Every engagement follows a 5-phase process to guarantee speed and focus.
We start with an ROI sizing workshop (week 1) where we map AI capabilities to your P&L. Then we build a functional prototype by week 4 using your data. By week 8, the tool is in beta with real users.
After launch, we iterate on feedback for 2-4 weeks until KPIs are met. The entire project stays fixed price with a 98% on-time delivery record across 200+ products.
What You Get with Every AI Project
Beyond the software, we deliver operational handoff and full ownership.
You own the code and the models. No vendor lock-in. We deploy to your cloud account and transfer all credentials.
- Source code in your GitHub/GitLab repo
- CI/CD pipeline on GitHub Actions
- Model endpoints documented with API keys
- Performance monitoring via Datadog or Grafana
- Admin dashboard for model retraining
- User role management (SSO, RBAC)
- SOC 2-compliant deployment architecture
- Integration specs for your CRM/ERP
- Training session for end users
- 30-day post-launch support
What we ship in this practice.
Customer Support Triage Bot for SaaS
Reduced support headcount costs by $180K/year using a GPT-4o chatbot that resolves 40% of tickets instantly. Stack: Next.js, Python backend, OpenAI API, Intercom integration.
Invoice Processing Automation for Logistics
Cut AP processing time by 85%, from 4 days to 5 hours, using OCR and LLM extraction. $120K annual savings on 80,000 invoices. Stack: AWS Lambda, Amazon Textract, Anthropic Claude, QuickBooks.
Personalized Product Recommendations for Ecommerce
Increased average order value by 18% and boosted repeat purchases by 22% via a real-time recommendation engine. Stack: TensorFlow, Redis, Shopify Plus.
Lead Scoring Engine for Fintech
Improved sales conversion by 15% by ranking leads with ML model based on 50+ attributes. ROI within 2 months. Stack: Python, Scikit-learn, Salesforce API, Snowflake.
Clinical Documentation Helper for Healthcare
Doctors save 7 hours per week with an AI scribe that generates SOAP notes from conversations. HIPAA compliant. Stack: Whisper transcription, fine-tuned Llama 3, FHIR integration.
Automated Report Generation for Media
Journalists create 3x more content with AI that drafts earnings summaries, sports recaps, and weather reports automatically. Stack: Node.js, GPT-4o, WordPress REST API.
Why teams hire us.
Fixed price, not hourly
Every AI project gets a fixed quote in week 2. No ballooning budgets; $60K-$200K is the range for an MVP that ships in 12 weeks.
We build on battle-tested models
No training models from scratch. We fine-tune GPT-4o, Claude, or open-source models on your data, getting to accuracy faster and cheaper.
You own the IP and code
All code, prompts, and model weights are transferred to your repo and cloud. No recurring licensing fee.
Business KPIs define scope, not tech
We tie every sprint to a measurable business outcome: fewer support tickets, faster processing, or more revenue. We track those metrics from day one.
Senior AI engineers only
No junior developers. Our team has shipped 200+ AI products and includes engineers from AWS, Microsoft, and top AI startups.
Remote-first, async-collaboration
We work with teams globally across 50+ countries, overlapping core hours for demos and syncs. No 9-to-5 location constraints.
Idea → Roadmap → Product → Release.
Every engagement runs through the same four-stage pipeline. Predictable by design.
Questions clients ask first.
Related services and industries.
Ready to build? Let's talk.
30-minute discovery call. No deck. We'll tell you honestly what it takes, how long, and how much.