Custom AI & machine learning solutions for business in India. Generative AI, automation, production-ready ML models. Get a scoped proposal today.
Markifid is an AI development company in India building production-deployed AI and machine learning systems for businesses — not proof-of-concept demos that never make it past a notebook. As an artificial intelligence company, we work across generative AI integration, custom ML models, and AI-driven automation, with a specific focus on getting AI systems into real production use, monitored and maintained after launch.
Almost every IT vendor now claims AI capability. The real question isn't whether a firm can build a model that performs well in a demo — it's whether they can get it into production, handling real traffic, real data drift, and real user behavior, without breaking. Models that score well in a controlled test often behave very differently once live.
This is also where MLOps and LLMOps get confused, and that confusion causes expensive rework:
| MLOps | LLMOps | |
|---|---|---|
| Used for | Structured data prediction — fraud detection, churn modeling, demand forecasting | Generative AI and agentic workflows — chatbots, content generation, AI agents |
| Core concern | Model accuracy, retraining cadence, data drift | Prompt/context management, hallucination control, latency |
Getting this distinction right early avoids building the wrong architecture for your use case — a mistake that's expensive to unwind after six months of development.
Integrating LLM-powered features such as chatbots, document summarization, content generation and conversational interfaces into your existing software by using existing models through APIs or fine-tuned to the specific area of your business.
Purpose-built models for prediction, classification, or recommendation — fraud detection, churn prediction, demand forecasting, personalization engines — trained on your business's own data.
Automated workflows in multiple steps using AI agents to handle tasks such as ticket triage, data enrichment, as well as operational escalation without any manual intervention.
Integrating large language models into your business systems, including fine-tuning on domain-specific data where a general-purpose model isn't precise enough out of the box.
Natural language processing to process documents and regional language support, and computer vision to ensure high-quality assessment, analytics for retail or the use of images to classify.
| Industry | High-ROI Use Cases | Reported Impact |
|---|---|---|
| BFSI | Fraud detection, credit scoring, transaction monitoring | ML-based fraud detection has cut false positives by 40–60% versus rule-based systems at Indian banks |
| Retail & Ecommerce | Demand forecasting, dynamic pricing, personalization | Higher conversion through scaled personalization |
| Manufacturing | Predictive maintenance, quality-inspection vision | Failure prediction up to 72 hours in advance |
| Healthcare | Clinical data extraction, diagnostic imaging support | Comparable diagnostic accuracy to specialist review in published studies, used as a support tool |
| SaaS & Product | Churn prediction, feature-adoption scoring, in-product search | Embedded intelligence rather than a bolt-on analytics dashboard |
| Model | Best For | What You Get |
|---|---|---|
| Proof-of-concept sprint | Validating an AI use case before full investment | A working prototype against real data, in weeks not months |
| Full build & deploy | Businesses ready to commit to a production AI system | End-to-end model development, deployment infrastructure, and monitoring |
| AI staff augmentation | Companies needing ML/AI engineers embedded in an existing team | Dedicated AI engineers working within your existing workflows |
| Engagement Type | Typical Cost Range (INR) | Timeline |
|---|---|---|
| AI proof-of-concept | Rs 2,00,000 – Rs 6,00,000 | 4–8 weeks |
| Custom ML model (single use case, production-ready) | Rs 6,00,000 – Rs 15,00,000 | 10–18 weeks |
| Generative AI/chatbot integration | Rs 3,00,000 – Rs 10,00,000 | 6–12 weeks |
| Enterprise AI system (multi-model, ongoing MLOps) | Rs 15,00,000 onward | 4+ months, ongoing |
Ready to move from an AI experiment to a system that actually runs in production? Talk to our AI development team or email us at info@markifid.com for a scoped proposal.
Whether you need a native iOS app, Android app, cross-platform solution, or an AI-powered mobile application, our team is ready to help you plan, build, launch, and support your project.
Headquartered in Jaipur · Delivering mobile app projects across India and internationally