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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.

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Trusted By Teams And Founders Around The World

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pizzahut
noisefit
frankdarling
punch
wealthmore
heyhey
yello
winekey
cheftoyourtable

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.

Custom Generative AI Solutions

Custom Generative AI Solutions

We design domain-specific AI systems tailored to your business. From copilots to automation engines, each solution is built to improve efficiency, reduce manual work, and support faster decision-making.

RAG Systems & Knowledge Integration

RAG Systems & Knowledge Integration

We connect AI models to your internal data using RAG, ensuring responses are accurate, context-aware, and grounded in your knowledge, not generic outputs. This improves reliability and trust in AI-driven decisions.

Conversational AI (Chat & Voice)

Conversational AI (Chat & Voice)

We build intelligent chat and voice AI systems for support, operations, and engagement. These systems handle real conversations, reduce response time, and scale communication without increasing team workload.

AI Integration & Deployment

AI Integration & Deployment

We integrate AI into your existing systems like CRMs, ERPs, and internal tools. Our deployments are optimized for low latency, high reliability, and seamless adoption without disrupting operations.

AI Optimization & Continuous Improvement

AI Optimization & Continuous Improvement

We continuously monitor and improve your AI systems post-deployment. From performance tracking to cost optimization, we ensure your AI becomes more efficient and valuable over time.

Fine-Tuning & Model Alignment

Fine-Tuning & Model Alignment

We customize models using your data and feedback to improve accuracy and consistency. This ensures outputs align with your business logic, brand voice, and compliance requirements.

AI Infrastructure & Scalability

AI Infrastructure & Scalability

We design scalable AI architectures with secure pipelines, vector databases, and MLOps frameworks, ensuring reliability, cost efficiency, and readiness for long-term growth.

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.

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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

  • Predictive Analytics – Forecast trends and outcomes using your business data
  • Scenario Simulation – Test strategies before making real-world decisions
  • Business Intelligence – Turn raw data into actionable insights in real time
  • 002

    Operational Automation Systems

  • AI Agents & Assistants – Automate tasks across internal workflows and operations
  • Task Automation – Reduce manual effort in repetitive, rule-based processes
  • Process Optimization – Improve efficiency across end-to-end business workflows
  • 003

    Customer & Communication Systems

  • AI Chatbots & Voice Assistants – Handle customer interactions across channels
  • Automated Support – Provide instant, 24/7 responses without scaling teams
  • Content Generation – Generate emails, reports, and marketing content at scale
  • 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.

    Machine Learning FrameworksAI Development PlatformsVector DatabasesDatabases & Data InfrastructureSearch & Data IndexingDevOps & Infrastructure
    TensorFlow

    TensorFlow

    PyTorch

    PyTorch

    Scikit-learn

    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

    GPT-4o

    Claude

    Claude

    Gemini

    Gemini

    Llama 3

    Llama 3

    Mistral

    Mistral

    Gemma

    Gemma

    Whisper

    Whisper

    Falcon

    Falcon

    Stable Diffusion

    Stable Diffusion

    Mixtral

    Mixtral

    BERT

    BERT

    RoBERTa

    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.

    Healthcare

    We build AI systems for clinical documentation, patient triage, and decision support, reducing administrative workload and enabling faster, more accurate care delivery.

    Finance

    We develop AI systems for fraud detection, risk scoring, and automated compliance, enabling real-time financial decisions while reducing risk and manual effort.

    eCommerce

    We enable AI-driven shopping experiences with personalized recommendations, AI assistants, and dynamic product content, improving conversions and increasing customer lifetime value.

    Logistics

    We design AI systems for demand forecasting, route optimization, and supply chain intelligence, reducing delays, lowering costs, and improving operational visibility.

    Travel & Hospitality

    We create AI systems for automated bookings, guest support, and personalized travel experiences, helping brands deliver seamless service at scale.

    Education

    We build AI-powered learning systems for personalized education, automated assessments, and content generation, improving outcomes while enabling scalable learning experiences.

    Real Estate

    We develop AI solutions for property discovery, document automation, and client engagement, helping businesses close deals faster and deliver personalized experiences.

    Retail

    We enable AI-driven retail experiences through personalized promotions, intelligent assistants, and automated product content, enhancing customer journeys and increasing sales.

    Manufacturing

    We build AI systems for predictive maintenance, production optimization, and quality control, reducing downtime and improving operational efficiency.

    Marketing & Advertising

    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.

    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.
    01/06

    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.

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    Enterprise-Grade Data Protection

    Encryption, anonymization, and strict access controls safeguard sensitive data across all AI pipelines.

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    Secure AI Architecture

    Role-based access, identity management, and protected APIs ensure controlled and secure system interactions.

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    Compliance-Ready Systems

    Designed to align with standards like GDPR, SOC 2, and ISO practices for enterprise-grade deployments.

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    Model Safety & Guardrails

    We implement protections against hallucinations, prompt injection, and data leakage using validation layers and safety filters.

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    Auditability & Monitoring

    Full observability with logs, version tracking, and anomaly detection ensures transparency and accountability.

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    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.

    Hire AI Developers

    We provide experienced AI engineers to build scalable, production-ready systems and accelerate your development faster

    AI Consulting Services

    We help identify high-impact AI opportunities with clear strategy, defined roadmap, and measurable business outcomes

    AI Integration Services

    We integrate AI into your existing systems with secure, scalable architecture and seamless production-ready deployment workflows

    AI Development

    We design and build scalable AI systems, from machine learning models to production-ready applications

    Testimonials - Trusted by clients - Testimonials - Trusted by clients -
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    "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."

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    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."

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    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."

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    Mitesh

    Founder, Punch App

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    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.

    Connect with our Co-founders

    Murtuza Kutub

    Murtuza Kutub

    murtuza@f22labs.com

    LinkedIn
    Hariharasudhan

    Hariharasudhan

    hari@f22labs.com

    LinkedIn
    Ankur Chaudhary

    Ankur Chaudhary

    ankur@f22labs.com

    LinkedIn

    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.

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