Generative AI
Development Services
Our generative AI development services help build production-ready systems that automate workflows, improve decisions, and unlock revenue. F22 Labs delivers copilots, RAG, and voice AI solutions with measurable business impact.
Trusted By Teams And Founders Around The World
Our Generative AI Development Services
As a generative AI development company, we build production-ready AI systems that integrate with your data, workflows, and business logic, delivering measurable impact, not just prototypes.
Why Businesses Choose F22 Labs for Generative AI Development
We build production-ready AI systems that integrate with your workflows, scale with your business, and deliver measurable ROI, not just prototypes.
Proven AI Delivery at Scale
With 11+ years of engineering expertise, 45+ AI projects, and 50+ successful PoCs, we’ve consistently delivered AI systems that work in real-world environments,not just experiments.
Deep Expertise in Generative AI Systems
From copilots and RAG pipelines to voice AI and automation systems, we specialize in building AI aligned to your data, workflows, and business logic.
Production-Ready from Day One
We design AI systems with scalability, reliability, and observability built in, ensuring low latency, high availability, and consistent performance in live environments.
Enterprise-Grade Security & Compliance
Our solutions are built with strong data security, access control, and governance practices, ensuring your AI systems meet enterprise and regulatory requirements.
Seamless Integration with Existing Systems
We integrate AI into your CRMs, ERPs, and internal tools without disrupting operations,making adoption faster and more effective.
Continuous Optimization & Measurable ROI
We monitor, evaluate, and improve your AI systems post-deployment to ensure better performance, lower costs, and ongoing business impact.
Fast Execution with a Clear Path to Scale
We move quickly from idea to deployment while ensuring your AI systems are built to scale efficiently as your business grows.
Why Businesses Choose F22 Labs for Generative AI Development
We build production-ready AI systems that integrate with your workflows, scale with your business, and deliver measurable ROI, not just prototypes.
Proven AI Delivery at Scale
With 11+ years of engineering expertise, 45+ AI projects, and 50+ successful PoCs, we’ve consistently delivered AI systems that work in real-world environments,not just experiments.
Deep Expertise in Generative AI Systems
From copilots and RAG pipelines to voice AI and automation systems, we specialize in building AI aligned to your data, workflows, and business logic.
Production-Ready from Day One
We design AI systems with scalability, reliability, and observability built in, ensuring low latency, high availability, and consistent performance in live environments.
Enterprise-Grade Security & Compliance
Our solutions are built with strong data security, access control, and governance practices, ensuring your AI systems meet enterprise and regulatory requirements.
Seamless Integration with Existing Systems
We integrate AI into your CRMs, ERPs, and internal tools without disrupting operations,making adoption faster and more effective.
Continuous Optimization & Measurable ROI
We monitor, evaluate, and improve your AI systems post-deployment to ensure better performance, lower costs, and ongoing business impact.
Fast Execution with a Clear Path to Scale
We move quickly from idea to deployment while ensuring your AI systems are built to scale efficiently as your business grows.
4.7
We've transformed countless startup ideas into scalable digital products with a team of expert builders.
Years in Industry
Industries Serving
Client Satisfaction
Project launches
AI Systems Built for Your Business
We build AI systems that automate workflows, improve decisions, and scale real business operations.
001
Decision Intelligence Systems
002
Operational Automation Systems
003
Customer & Communication Systems
AI Technology Stack Behind Our AI Systems
We use a carefully selected AI stack to build scalable, production-ready systems, combining frameworks, data infrastructure, and cloud technologies to ensure high performance, reliability, and cost-efficient deployment.
TensorFlow
PyTorch
Scikit-learn
AI Models & Frameworks We Specialize In
We work with leading foundation models to build scalable, production-ready AI systems. Our team selects and customizes the right models based on your use case, performance needs, and cost efficiency.
GPT-4o
Claude
Gemini
Llama 3
Mistral
Gemma
Whisper
Falcon
Stable Diffusion
Mixtral
BERT
RoBERTa
Industries We Help Transform With AI
Our generative AI services help organizations deploy AI systems that integrate with real workflows, improve decision-making, and deliver measurable business outcomes at scale.
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Healthcare
We build AI systems for clinical documentation, patient triage, and decision support, reducing administrative workload and enabling faster, more accurate care delivery.
Clinical DocumentationPatient TriageDecision SupportMedical Data Extraction
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Finance
We develop AI systems for fraud detection, risk scoring, and automated compliance, enabling real-time financial decisions while reducing risk and manual effort.
Fraud DetectionRisk ScoringAutomated ComplianceFinancial Analysis
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eCommerce
We enable AI-driven shopping experiences with personalized recommendations, AI assistants, and dynamic product content, improving conversions and increasing customer lifetime value.
Product RecommendationsAI AssistantsDynamic PricingCatalog Automation
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Logistics
We design AI systems for demand forecasting, route optimization, and supply chain intelligence, reducing delays, lowering costs, and improving operational visibility.
Demand ForecastingRoute OptimizationSupply Chain VisibilityInventory Planning
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Travel & Hospitality
We create AI systems for automated bookings, guest support, and personalized travel experiences, helping brands deliver seamless service at scale.
AI ConciergeItinerary GenerationMultilingual SupportBooking Automation
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Education
We build AI-powered learning systems for personalized education, automated assessments, and content generation, improving outcomes while enabling scalable learning experiences.
AI TutorsAutomated AssessmentsContent GenerationStudent Insights
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Real Estate
We develop AI solutions for property discovery, document automation, and client engagement, helping businesses close deals faster and deliver personalized experiences.
Property RecommendationsVirtual AssistantsDocument AutomationInvestment Insights
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Retail
We enable AI-driven retail experiences through personalized promotions, intelligent assistants, and automated product content, enhancing customer journeys and increasing sales.
Personalized PromotionsAI AssistantsProduct Content AutomationCustomer Insights
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Manufacturing
We build AI systems for predictive maintenance, production optimization, and quality control, reducing downtime and improving operational efficiency.
Predictive MaintenanceProduction PlanningQuality InspectionSupply Chain Forecasting
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Marketing & Advertising
We create AI solutions for content generation, campaign optimization, and audience targeting, helping teams execute faster and maximize marketing ROI.
Ad Copy GenerationCampaign OptimizationAudience TargetingPersonalized Content
We build AI systems for clinical documentation, patient triage, and decision support, reducing administrative workload and enabling faster, more accurate care delivery.
We develop AI systems for fraud detection, risk scoring, and automated compliance, enabling real-time financial decisions while reducing risk and manual effort.
We enable AI-driven shopping experiences with personalized recommendations, AI assistants, and dynamic product content, improving conversions and increasing customer lifetime value.
We design AI systems for demand forecasting, route optimization, and supply chain intelligence, reducing delays, lowering costs, and improving operational visibility.
We create AI systems for automated bookings, guest support, and personalized travel experiences, helping brands deliver seamless service at scale.
We build AI-powered learning systems for personalized education, automated assessments, and content generation, improving outcomes while enabling scalable learning experiences.
We develop AI solutions for property discovery, document automation, and client engagement, helping businesses close deals faster and deliver personalized experiences.
We enable AI-driven retail experiences through personalized promotions, intelligent assistants, and automated product content, enhancing customer journeys and increasing sales.
We build AI systems for predictive maintenance, production optimization, and quality control, reducing downtime and improving operational efficiency.
We create AI solutions for content generation, campaign optimization, and audience targeting, helping teams execute faster and maximize marketing ROI.
How Our AI Solutions Deliver Results
Explore how our AI solutions drive efficiency, reduce costs, and deliver measurable business impact through real-world case studies.
Our Generative AI Development Process
Our process takes you from idea to production-ready AI systems that integrate seamlessly with your workflows and deliver measurable business outcomes.
01
Discovery & Success Metrics
We start by understanding your business goals, users, and workflows. Clear success metrics are defined upfront, whether it’s cost reduction, efficiency gains, or improved customer experience, so every AI decision ties back to real outcomes.
02
Data Strategy & Preparation
We identify, clean, and structure your data to ensure accuracy, security, and compliance. By building domain-specific knowledge bases and secure pipelines, we enable AI systems to generate reliable, context-aware outputs.
03
Model Design & Customization
We select and customize the right models, GPT, Claude, Llama, or fine-tuned variants,based on your use case. Using techniques like RAG and fine-tuning, we ensure your AI understands your data, reduces hallucinations, and aligns with your business logic.
04
Testing, Evaluation & Guardrails
We rigorously test for accuracy, latency, cost, and reliability before deployment. Guardrails, human-in-the-loop validation, and automated evaluations ensure safe, consistent, and compliant AI behavior in real-world scenarios.
05
Deployment & System Integration
We deploy AI into your existing systems, CRMs, ERPs, apps, or internal tools,through scalable APIs and workflows. Our focus is seamless integration, high performance, and minimal disruption to your operations.
06
Monitoring & Continuous Improvement
Post-deployment, we track performance across accuracy, usage, and cost using observability tools. Continuous iteration, prompt optimization, and model updates ensure your AI system improves over time and delivers sustained value.
F22 Labs vs. In-House Generative AI Development
Compare F22 Labs with in-house teams and freelancers across speed, cost, quality, and scalability to see why we’re the smarter choice for AI development.
F22 Labs
RecommendedIn-House Hiring
Freelance Developers
Speed to Launch
Kick off in days. PoC in 2–4 weeks.
Hiring and setup take months.
Quick start, but inconsistent delivery.
Cost Efficiency
Pay for outcomes. No hiring or infra overhead.
High ongoing costs across salaries and infrastructure.
Lower upfront cost, but rework increases total spend.
Expertise
11+ years, 50+ AI PoCs, production-ready systems.
Varies by hire; limited real-world AI experience.
Task-level expertise, limited system design.
Security & Compliance
Built-in security, governance, and monitoring.
Requires internal setup and expertise.
Limited compliance and security practices.
Scalability
Scale teams and capabilities on demand.
Slow and costly to scale.
Hard to scale beyond individual capacity.
ROI & Impact
Faster time to value with measurable outcomes.
Slower experimentation cycles.
No structured ROI tracking.
Speed to Launch
F22 LabsRecommended
Kick off in days. PoC in 2–4 weeks.
In-House Hiring
Hiring and setup take months.
Freelance Developers
Quick start, but inconsistent delivery.
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Security & Compliance in Our Generative AI Systems
We build generative AI systems with security, governance, and compliance at the core, ensuring your data, models, and workflows remain protected in production environments.
Enterprise-Grade Data Protection
Encryption, anonymization, and strict access controls safeguard sensitive data across all AI pipelines.
Secure AI Architecture
Role-based access, identity management, and protected APIs ensure controlled and secure system interactions.
Compliance-Ready Systems
Designed to align with standards like GDPR, SOC 2, and ISO practices for enterprise-grade deployments.
Model Safety & Guardrails
We implement protections against hallucinations, prompt injection, and data leakage using validation layers and safety filters.
Auditability & Monitoring
Full observability with logs, version tracking, and anomaly detection ensures transparency and accountability.
Responsible AI Practices
Human-in-the-loop validation, fairness checks, and explainability ensure ethical and reliable AI behavior.
Ready to Build with Generative AI?
Turn ideas into production-ready AI solutions with custom copilots, RAG systems, AI agents, and workflow automation built for real business outcomes.
More Than Generative AI Services
Generative AI is only one part of the journey. F22 Labs also supports strategy, expert AI hiring, system integration, and custom AI development to help you move from experimentation to measurable business impact.
"They have a highly skilled team with unmatchable domain knowledge. Especially, the founders are engineers, the team has shown a commitment like an internal team, understanding the business needs and focusing on the right priority."
Abeesh
CEO & Founder, Tabella
"Flexible! Helped me get the ideas into light fast. Always felt like working with a partner, not a freelancing agency that I've hired to develop software for my business. If someone asks me for an agency suggestion, definitely you guys are the #1 on my list."
Ben
Founder, All Access
"My experience with Hari & Murtuza is excellent, they have always kept themselves brushed off what's happening in the industry. If I were to trust any provider in the market, they would be my go-to team."
Mitesh
Founder, Punch App
Frequently Asked Questions
Have questions about generative AI? Here are answers to the most common queries about our services, process, and expertise.
They involve building AI systems that generate text, images, voice, or automate workflows. We deliver production-ready solutions like copilots, RAG systems, and AI assistants tailored to your business.
AI reduces costs, automates tasks, improves customer experience, and enables faster, data-driven decisions.
PoCs typically take 2–4 weeks. Production systems take 8–16 weeks depending on complexity and integrations.
Costs vary by scope, data, and integrations. We provide clear estimates after the discovery phase.
You can start with pre-trained models, but your business data improves accuracy and enables context-aware outputs.
Yes. We integrate with CRMs, ERPs, internal tools, and APIs for seamless adoption.
We use RAG, fine-tuning, evaluation pipelines, and human validation to ensure reliable outputs.
Yes. We implement enterprise-grade security, access controls, and governance practices.
Yes. We continuously monitor, optimize, and improve systems for long-term performance.
11+ years of engineering expertise, production-ready systems, and a strong focus on measurable business outcomes, not experiments.
Have a Project? Let’s talk
Connect with our Co-founders
Murtuza Kutub
Hariharasudhan
Ankur Chaudhary
Have a Project? Let’s talk
Whether you're a Fortune 500 company or a fast-growing startup, we're here to co-innovate AI solutions that become your strategic differentiator.