Powered by Chatlivo Generative AI Development Company — LLM & RAG | Primocys
Primocys Logo

Generative AI Development Company — for AI Products

Primocys is a Generative AI Development Company that designs and develops AI applications for text, documents, images, multimodal experiences, and structured content workflows. We engineer production-ready GenAI products with context control, guardrails, model routing, evaluation, backend systems, and cost-aware deployment.

Start your GenAI project →
Primocys — Clutch Top App Development Company, Financial Services | Generative AI Development Company
Clutch Top
App Development
Company Financial Services
Primocys — Clutch Top App Development Company, Legal Cannabis 2026 | Generative AI Development Company
Clutch Top
App Development
Company Legal Cannabis 2026
Primocys — Clutch Top App Development Company, Real Estate | Generative AI Development Company
Clutch Top
App Development
Company Real Estate
Primocys — Clutch Top Development Company in India, 2022 | Generative AI Development Company
Clutch Top
Development
Company India 2022
Primocys — Clutch Top Flutter Developers, 2024 | Generative AI Development Company
Clutch Top
Flutter Developers
2024
Primocys — Clutch Top Flutter Developers, Ahmedabad 2026 | Generative AI Development Company
Clutch Top
Flutter Developers
2026
Primocys — Clutch Top Software Developers, Arts Entertainment & Music | Generative AI Development Company
Clutch Top
Software Developers
Arts Entertainment Music
Primocys — Clutch Top App Development Company, Financial Services | Generative AI Development Company
Clutch Top
App Development
Company Financial Services
Primocys — Clutch Top App Development Company, Legal Cannabis 2026 | Generative AI Development Company
Clutch Top
App Development
Company Legal Cannabis
Primocys — Clutch Top App Development Company, Real Estate | Generative AI Development Company
Clutch Top
App Development
Company Real Estate
Primocys — Clutch Top Development Company in India, 2022 | Generative AI Development Company
Clutch Top
Development
Company India 2022
Primocys — Clutch Top Flutter Developers, 2024 | Generative AI Development Company
Clutch Top
Flutter Developers
2024
Primocys — Clutch Top Flutter Developers, Ahmedabad 2026 | Generative AI Development Company
Clutch Top
Flutter Developers
2026
Primocys — Clutch Top Software Developers, Arts Entertainment & Music | Generative AI Development Company
Clutch Top
Software Developers
Arts Entertainment Music

Production Generative AI Capabilities

Services explain what Primocys can build for your business. Core capabilities explain the engineering behind those services—from model selection and context engineering to structured outputs, evaluation, guardrails, and usage controls that make generative AI production-ready.

Model Selection & Task Routing

Evaluate model capability, latency, context length, multimodal support and cost for each task, with routing or fallback patterns where one model should not handle every request.

Prompt & Context Engineering

Design system instructions, examples, dynamic context and conversation state so the model receives the information needed for the specific job without uncontrolled prompt growth.

Structured Generation & Output Contracts

Use schemas, typed responses, validation and deterministic post-processing when generated output must enter APIs, databases, workflows or product interfaces instead of remaining free-form text.

Multimodal Input & Generation

Combine text, image, document, audio or other supported modalities when the product genuinely benefits from multimodal understanding or content generation.

Guardrails & Content Controls

Apply application-level input/output validation, moderation, sensitive-data handling, policy checks and human review where product risk requires more than model instructions alone.

Evaluation, Observability & Cost Control

Build representative evaluation sets, trace model behavior, monitor failures and usage, and control context, caching, model choice and limits around the economics of the product.

Why Build Generative AI Systems With Primocys

Real engineering experience you can verify, not inflated numbers. As a generative AI development company, here’s what actually backs our delivery — the team, the products we run ourselves, and the process we follow on every project.

Founded in

2018

Years of product engineering across mobile, SaaS, backend, and web systems give us the foundation to turn generative AI models into complete, working software products.

Own Generative AI Products

We don’t just build generative AI for clients — we build and run our own products too. That gives our team hands-on experience with real production releases, prompt and cost controls, subscriptions, and the operational realities most teams only read about.

ChatLivo Logo

ChatLivo

AI-Powered Live Chat for Businesses

AI - Chatlive UI design icons

EmoTales Logo

EmoTales

AI Stories & Learning Companion for Kids

AI Social app mockups icons

Full-Stack Generative AI Delivery

One team, the whole stack — LLMs, RAG, agents, guardrails, evaluation, backend, and deployment. No handoffs between vendors, no gaps between the model layer and the product it lives in.

LLMs
RAG
Prompts
AI Agents
Guardrails
Evaluation
Backend & APIs
LLMOps

Project-Based Delivery

Every project follows a clear path from discovery to deployment — we define the use case, review your data and systems, select and evaluate models, design prompts and guardrails, build it, test it, then release and keep improving based on real production evidence.

Trusted by Businesses Worldwide

From startups to global enterprises, Primocys builds innovative technology solutions backed by 1,200+ products delivered, 650+ clients served, and 30+ experts.

ecofon communication - Primocys Emoji Tale - Primocys Only Singles -Primocys Orbis Elite -Primocys ZIBA Driver -Primocys MatchMums -Primocys apek electronic restoration -Primocys BURPOUT - Primocys WasaaChat - Primocys Prendi iL - Primocys Chat App - Primocys Batpay - Primocys Earnify - Primocys ZIO Gram - Primocys PROHUNTER - Primocys Lika Real Estate - Primocys ZIO Gram - Primocys ecofon communication - Primocys Emoji Tale - Primocys Only Singles -Primocys Orbis Elite -Primocys ZIBA Driver -Primocys MatchMums -Primocys apek electronic restoration -Primocys BURPOUT - Primocys WasaaChat - Primocys Prendi iL - Primocys Chat App - Primocys Batpay - Primocys Earnify - Primocys ZIO Gram - Primocys PROHUNTER - Primocys Lika Real Estate - Primocys ZIO Gram - Primocys
1200+
Products Delivered — Mobile, web, SaaS and software products
650+
Clients Served — Across multiple industries and markets
30+
Countries — Global project delivery
8+
Years Building Enterprise-Grade Systems
30+
Core Team Members — Product, design and software engineering expertise

Custom Generative AI Services We Provide

These are commercial engagements clients can hire Primocys for. Each service may use several of the core capabilities above, but the final architecture depends on the content type, workflow, data, model requirements and production environment.

01

Custom Generative AI Application Development

End-to-end GenAI products for creating, transforming or structuring content, including application UX, backend, model layer, controls and deployment.


  • End-to-End GenAI Product Build
  • Application UX & Backend
  • Model Layer Integration
  • Controls & Deployment

02

LLM Application Development

Text and document applications using commercial or open-weight language models with structured outputs, context management and evaluation.


  • Commercial & Open-Weight LLMs
  • Structured Output Design
  • Context Management
  • Evaluation & Testing

03

AI Content Generation Systems

Controlled generation workflows for product descriptions, marketing content, reports, documents and other repeatable content tasks.


  • Product Description Generation
  • Marketing Content Workflows
  • Report & Document Generation
  • Repeatable Content Pipelines

04

Multimodal AI Applications

Products combining text with images, documents, vision or audio where multiple input or output modalities are central to the experience.


  • Text & Image Understanding
  • Document & Vision AI
  • Audio Input & Output
  • Multi-Modality Workflows

05

GenAI SaaS Development

Review and improve your existing prototype or live app across model choice, prompts, context, output reliability, latency, cost, and production operations.


  • Accounts & Multi-Tenancy
  • Usage Metering & Credits
  • Subscription Billing
  • Admin Controls

06

GenAI Product Enhancement

Review and improve an existing prototype or application across model choice, prompts, context, output reliability, latency, cost and production operations.


  • Model & Prompt Review
  • Output Reliability Fixes
  • Latency & Cost Reduction
  • Production Operations

AI in Action: Products We’ve Built & Scaled

Explore real-world AI products developed and operated by Primocys. Discover how we turn innovative ideas into practical digital experiences with measurable outcomes.

B2B SaaS · Customer Communication · AI Workflows

ChatLivo

ChatLivo AI-powered customer communication dashboard
Consumer App · AI Storytelling · Mobile

EmoTales

EmoTales AI-powered personalized storytelling app screens
“`

Generative AI Products for Real User Workflows

We build GenAI products around what users need to create, transform or accomplish—from focused AI features within existing software to complete AI-native applications.

01

Document Generation Platforms

Generate drafts, reports, proposals and structured documents using templates, business rules and review workflows.

02

AI Writing & Content Products

Build tools for drafting, rewriting and adapting content with controls for tone, format, brand voice and workflow.

03

Image & Creative Generation Apps

Create products that generate or transform visual assets, with controls for editing, storage, moderation and downstream workflows.

04

AI Summarization & Transformation

Turn long-form content into concise summaries, action points, structured data or formats suited to different tasks.

05

Personalized Generation Experiences

Generate tailored stories, learning content, recommendations or guidance using relevant, approved context.

06

GenAI Features Inside Existing Software

Integrate drafting, rewriting, extraction, summarization and generation into SaaS products, mobile apps, web platforms or internal tools.

Turning Generative AI Into Practical Product Value

Generative AI can help products create, transform, explain and structure information beyond what fixed rules can easily handle. We define each use case around a real user need—not simply adding a generic “Ask AI” button.

Accelerate Content Creation

Generate first drafts, descriptions, summaries, documents and creative assets, with review and editing built into the workflow.

Transform Unstructured Content

Convert lengthy or inconsistent text and documents into concise summaries, structured fields, classifications or reusable formats.

Personalize User Experiences

Generate tailored content or guidance using permitted user, product or workflow context instead of delivering the same static output to everyone.

Build AI-Native Products

Develop products where generation is a core capability, supported by the accounts, billing, usage controls, administration and production infrastructure needed to operate.

Real GenAI Products. Real Results.

Hear how founders partner with Primocys to turn GenAI ideas into real-world AI products and workflows.

”

We needed audio/video calls for patient consultations, live streaming for health seminars, and an Instagram-style photo/video feed for our medical community. Primocys delivered every feature, production-ready and on schedule. Their deep understanding of healthcare workflows stood out — they didn’t just build features, they built the right experience. Patient engagement and retention have grown significantly since launch.

”

Primocys developed my mobile application from scratch, handling everything from initial design to final deployment. They managed the entire project, demonstrating great flexibility by incorporating all my feedback and retakes. Beyond development, they successfully guided me through the App Store and Google Play submission process and are currently managing the app’s ongoing maintenance.

Our B2B and B2C platform helps Nigerian manufacturers sell at wholesale prices and suppliers offer competitive retail pricing, with a strong focus on Made in Africa products and easy local and international distribution. The app has received excellent user reviews for its design and unique features. Communication with the Primocys team was smooth in an agile setup, even beyond office hours when needed. Their mobile app development expertise is excellent—highly professional and reliable.

We hired Primocys to develop a highly complex and specialized mobile application, and they delivered outstanding results. The app includes advanced features such as timeline mixers, classifieds, payments, advertisements, GPS functionality, and more. Their technical skills, timely delivery, availability, and the personal attention Arpan Sagar brings to each project truly stand out. The team stays focused and committed from start to finish—an excellent experience overall.

”

The dating app was delivered successfully and approved by both Apple App Store and Google Play. Our users are highly impressed with the design, UI, and overall functionality. The project was well planned with clear milestones, and all modules were delivered on time. The team is talented, patient, and flexible, accommodating multiple scope revisions as requirements evolved. Their 24/7 development and support availability made the entire process smooth and reliable.

Great team with excellent communication and a strong commitment to on-time delivery. They developed a fully customized mobile app for both Android and iOS, perfectly matching our requirements. The entire process was smooth and professional, with clear updates at every stage. They are reliable, skilled, and very easy to work with. We’re continuing our partnership on more projects, and choosing them has been one of the best business decisions I’ve made.

Models and Infrastructure Selected Around the Product

We select technologies according to modality, quality, context, latency, privacy, deployment and cost requirements. Not every product needs every provider or framework listed here.

Model Providers

  • OpenAI
  • Anthropic Claude
  • Google Gemini
  • Open-weight models
  • Specialized generation models

AI Application Layer

  • Python
  • FastAPI
  • Node.js
  • Structured outputs
  • Function calling
  • Streaming

Orchestration & Evaluation

  • LangChain
  • LangGraph
  • LlamaIndex
  • LangSmith
  • Langfuse
  • Prompt regression testing

Product & Infrastructure

  • React / Next.js
  • Flutter
  • PostgreSQL
  • Redis
  • Object storage
  • Docker
  • AWS / Azure / Google Cloud

From GenAI Use Case to Production

We define what the model must do and how success is measured, keeping model choice, prompts and evaluation tied to real product needs, not endless experiments.

01
Use-Case Discovery
Define users, content type, workflow, expected output and constraints.
02
Model Feasibility
Test representative inputs across suitable models and establish quality criteria.
03
Architecture
Define context, model gateway, data, output contracts, controls and product integration.
04
Prototype Critical Flow
Validate the hardest generation workflow before expanding the product.
05
Product Development
Build frontend, backend, accounts, billing, admin and AI workflows.
06
Evaluation & QA
Test representative content, failure modes, structured outputs and product behavior.
07
Deployment
Release with logging, limits, secrets, monitoring and cost visibility.
08
Operate & Improve
Review traces, user feedback, model changes and economics as usage grows.

A Production GenAI App Is More Than an LLM API

Production GenAI architecture separates the product from the model provider, giving teams control over context, outputs, policies, evaluation, performance and cost as the application scales.

  • Application & Identity: Accounts, organizations, roles, subscriptions, permissions, UI and the business workflows that surround the AI experience.
  • Context & Prompt Layer: System instructions, dynamic context, templates, examples, conversation history and optional retrieval from approved knowledge sources.
  • Model Gateway: Provider abstraction, model selection, task-based routing, fallbacks, rate limits and request controls to manage quality, reliability and usage.
  • Output & Guardrail Layer: Structured output validation, moderation, post-processing, sensitive-data controls, business rules and human review where the workflow requires it.
  • Evaluation & Observability: Representative test cases, quality checks, traces, failure analysis, latency monitoring and usage visibility to improve the system beyond initial deployment.
  • Product Data & Infrastructure: Databases, file storage, queues, caching, analytics, cloud deployment and operational monitoring that keep the GenAI product reliable in production.

Have a GenAI Prototype? Take It to Production

A working prompt or prototype is a useful starting point. Primocys reviews the existing implementation and identifies what is needed for production across model behavior, context, backend architecture, user management, evaluation, cost controls and deployment.

Prompt & Model Review

Review model fit, system instructions, context growth, output consistency and failure cases to identify what needs improvement before production.

Prototype to Product

Turn the prototype into a usable product with accounts, UI, backend, storage, billing, limits, admin and operational controls.

Cost & Latency Review

Identify opportunities around model choice, context size, output length, caching and request patterns to improve production efficiency.

GenAI Inside Existing Software

Integrate generation, summarization, extraction or other GenAI capabilities into an existing SaaS, mobile app, web platform or internal system.

WHY PRIMOCYS

GenAI Engineering Beyond the Model

A GenAI feature becomes useful software when the model, product experience, backend, permissions, billing, evaluation and production operations work together. Primocys engineers these layers as one product-development engagement.

1

Model-Agnostic Approach

Provider choice follows the task, quality, latency, multimodal needs and economics rather than forcing every feature onto one model.

2

Full-Stack AI Product Team

AI, backend, web, mobile, SaaS and cloud engineering can be combined when the product requires them.

3

Evaluation Before Assumptions

Representative inputs and expected behavior are used to evaluate quality instead of relying only on a few successful demo prompts.

4

Production Cost Awareness

Context size, output limits, caching, routing and usage controls are considered as part of product architecture.

What Drives Generative AI Development Cost?

GenAI development cost depends on more than the model API—scope, integrations, context, evaluation, infrastructure and expected usage all matter.

Generation Workflow

Number of generation steps, output formats, templates, editing flows, automation and product rules.

Model & Modality

Text, image, vision, audio, long-context or specialized generation requirements can change model and infrastructure needs.

Context & Knowledge

Dynamic context, conversation history, RAG, user data and document processing can increase engineering and usage requirements.

Quality & Guardrails

Evaluation datasets, moderation, structured validation, human review, failure handling and safety controls add to production scope.

Product Layer

Authentication, multi-tenancy, billing, web/mobile interfaces, admin tools, analytics and user management shape the overall build.

Usage Economics

Model choice, context size, output length, caching, usage limits, concurrency and infrastructure influence ongoing AI operating costs.

Generative AI Development for Every Industry

From healthcare RAG pipelines to FinTech copilots — we build GenAI features with the compliance, security, and eval rigor each industry actually needs.

AI Photo & Video Sharing App
AI On-Demand Application
AI Business Listing App
AI Automotive App
AI Real Estate App
AI Education App
AI Healthcare & Fitness App
AI Ecommerce & Shopping App
AI Banking & Finance App
AI Food & Restaurant App
AI Media & Social App
AI Hotel Booking App
AI Sports App

Generative AI Development — FAQs

Straight answers — no vendor hedging. Don’t see yours? Ask us directly →

What is generative AI development?

Generative AI development is the engineering of software that uses generative models to create or transform text, images, documents, audio or structured content. Production development also includes the surrounding product, context, validation, evaluation, guardrails, infrastructure and operations.

How is generative AI different from traditional machine learning?

Traditional ML commonly predicts, classifies, ranks or forecasts from learned patterns. Generative AI creates or transforms content. Some products use both, but the engineering and evaluation criteria can be different.

How is generative AI different from RAG?

Generative AI describes the generation capability. RAG is an architecture for retrieving relevant external knowledge and supplying it to a model at runtime. A GenAI application may use RAG when responses need to be grounded in approved private or changing information.

How is generative AI different from an AI agent?

A generative model creates or transforms content. An AI agent adds workflow state, tool use and decision logic so software can work toward a goal across multiple steps. Agents often use generative models internally.

Which generative AI models can you work with?

Depending on the use case, architecture can use providers such as OpenAI, Anthropic Claude, Google Gemini, open-weight models or specialized generation models. Model selection should follow quality, latency, modality, privacy and cost requirements.

Can you add generative AI to our existing software?

Yes. Generation, summarization, rewriting, extraction or multimodal features can often be integrated into an existing SaaS, mobile app, web platform or internal system without rebuilding the entire product.

How do you evaluate GenAI quality?

Evaluation depends on the task. We use representative inputs and expected behavior, structured checks where possible, human review for subjective outputs and production traces to identify regressions, failure patterns and cost or latency issues.

Can you take over an existing GenAI prototype?

Yes. We can review an existing prompt, model integration, prototype or codebase and continue from the parts worth keeping while adding the product, evaluation, controls and infrastructure required for production.

How long does generative AI development take?

Timeline depends on the product scope, modalities, integrations, evaluation, UI, billing, data and infrastructure. We estimate the project after reviewing the actual workflow instead of applying one timeline to every GenAI application.

How much does generative AI development cost?

Cost depends on product scope, model and modality, context or RAG requirements, user interfaces, integrations, evaluation, guardrails and expected usage. Primocys provides a scope-based estimate after technical discovery.

Who owns the source code?

Source-code ownership, reusable components, model/provider dependencies and third-party licensing are defined in the signed project agreement so the ownership boundary is clear before development.

How do you reduce hallucinations in GenAI products?

Prompts alone rarely solve it. We combine grounded context or RAG, output validation, guardrails, evaluation sets and human review where risk requires, then measure failures before launch.

Build GenAI Products
That Deliver

Turn your GenAI idea, prototype, or existing software into a production-ready product with the right models, workflows, context, evaluation, integrations, and cost controls. Get a clear technical path and scope for your project.

GET YOUR FREE GENAI QUOTE arrow

Our Latest ARTICLE

Explore More arrow

Services to help businesses establish and enhance their online presence.

Let’s Talk Business

Email Address:

[email protected]

Contact Number:

+91-9879595948

Contact Number:

+91-9824614016

Follow Us:

Choose files
✅ Your message has been sent successfully!

Talk to an Expert