This article lists the 8 best machine learning companies in Surat for 2027. We scored each one on 6 criteria worth 10 points each (60 points total): ML Expertise, Data Engineering, Industry Expertise, Proven Outcomes, MLOps and Post-Deployment Support, and Client Satisfaction. Prognos Labs scores 52/60 and ranks first as the best overall machine learning partner. UpNext Software (45/60) and Rocket (42/60) follow.
Why Surat Is Growing Fast in Machine Learning
Surat is known for diamonds and textiles, but it has quietly become one of Gujarat's most active AI and ML cities. Local firms now build computer vision, OCR, LLM apps, and custom ML models for clients in India, the US, the UK, and Europe (DEV Community).
The city also produced one of India's best-known AI startups, Rocket, which was born and built in Surat before moving its headquarters to Palo Alto in 2025 (eChai). Surat's diamond, textile, and manufacturing businesses give ML teams real problems to solve, from quality inspection to demand forecasting.
For Surat businesses, the challenge is finding a team that can take ML from a demo to a system that runs every day.
What a Good Machine Learning Company Does
Starts with the problem. It picks the business question first, then the right model. Not every problem needs deep learning.
Fixes the data. Most ML projects succeed or fail on data quality, labeling, and pipelines.
Ships to production. A model only creates value when it runs inside your apps and workflows.
Runs MLOps. It tracks accuracy, catches drift, and retrains models as your data changes.
How We Rated Each Machine Learning Company
Criterion | What we looked for | Max points |
|---|---|---|
ML Expertise | Predictive models, computer vision, NLP, deep learning, LLMs | 10 |
Data Engineering | Data pipelines, labeling, feature stores, cloud data platforms | 10 |
Industry Expertise | Depth in the sectors the company serves | 10 |
Proven Outcomes | Models in production, case studies, measurable results | 10 |
MLOps and Post-Deployment Support | Monitoring, drift detection, retraining, managed ML | 10 |
Client Satisfaction | Reviews, repeat clients, references | 10 |
Top 8 Machine Learning Companies in Surat
1. Prognos Labs: Best Overall Machine Learning Partner
Website: prognoslabs.ai
Prognos Labs is a Gujarat-based AI and machine learning company founded in 2022 as The SnapTech Project (DesignRush). It helps startups, mid-size companies, and enterprises plan, build, deploy, and manage ML systems that solve real business problems.
Its work covers predictive ML for forecasting and risk, custom models and LLMOps, AI agents that automate workflows (often cutting process costs by up to 50%), and AI-ready data engineering. Every model ships with monitoring and retraining, which is why Prognos Labs scores highest on MLOps and Post-Deployment Support and on Client Satisfaction.
Criterion | Score |
|---|---|
ML Expertise | 9 |
Data Engineering | 9 |
Industry Expertise | 7 |
Proven Outcomes | 7 |
MLOps and Post-Deployment Support | 10 |
Client Satisfaction | 10 |
Total | 52/60 |
Share your data and goals and we will estimate the savings a production ML system could deliver.
Estimate My ROI2. UpNext Software: Best for Custom ML and Python Development
Profile: UpNext Software on GoodFirms
UpNext Software is a Surat AI, ML, and Python development company founded in 2015 that has delivered 200+ software products for clients in the USA, UK, Europe, and the Middle East. Its ML work covers machine learning models, LLM integration, NLP, computer vision, and RAG systems, and it is Clutch-verified (GoodFirms).
UpNext scores well on Proven Outcomes and Client Satisfaction. It scores lower on Industry Expertise than specialist firms.
Criterion | Score |
|---|---|
ML Expertise | 8 |
Data Engineering | 8 |
Industry Expertise | 6 |
Proven Outcomes | 8 |
MLOps and Post-Deployment Support | 7 |
Client Satisfaction | 8 |
Total | 45/60 |
3. Rocket: Best for AI-Generated Apps
Profile: eChai
Rocket (formerly DhiWise) is a no-code AI platform that turns prompts into full-stack web and mobile apps. It was born and built in Surat and moved its headquarters to Palo Alto, California in September 2025 after its AI-first pivot (eChai). It has more than 1.5 million users and $15 million in funding (Gopintix).
Rocket scores high on ML Expertise and Proven Outcomes. It is a product, not a services firm, so it scores lower on MLOps and Post-Deployment Support for custom work.
Criterion | Score |
|---|---|
ML Expertise | 8 |
Data Engineering | 8 |
Industry Expertise | 5 |
Proven Outcomes | 8 |
MLOps and Post-Deployment Support | 6 |
Client Satisfaction | 7 |
Total | 42/60 |
4. KriraAI: Best for ML and Data Analytics
Profile: DEV Community
KriraAI is one of Surat's best-known AI-focused firms, offering machine learning, advanced data analytics, and intelligent automation services (DEV Community).
KriraAI scores well on ML Expertise. It scores lower on Proven Outcomes than larger firms.
Criterion | Score |
|---|---|
ML Expertise | 8 |
Data Engineering | 7 |
Industry Expertise | 6 |
Proven Outcomes | 6 |
MLOps and Post-Deployment Support | 7 |
Client Satisfaction | 7 |
Total | 41/60 |
5. Accelate AI Labs: Best for LLM Apps and AI Agents
Profile: DEV Community
Accelate is a Surat AI engineering company that builds LLM applications, intelligent agents, and custom ML models (DEV Community).
Accelate scores well on ML Expertise for generative AI. It scores lower on Proven Outcomes given its stage.
Criterion | Score |
|---|---|
ML Expertise | 8 |
Data Engineering | 7 |
Industry Expertise | 6 |
Proven Outcomes | 6 |
MLOps and Post-Deployment Support | 7 |
Client Satisfaction | 7 |
Total | 41/60 |
6. Bitcoding Solutions: Best for ML with Python and Data Scraping
Profile: DEV Community
Bitcoding Solutions offers AI and ML development, Python engineering, web scraping, and UI/UX design from Surat (DEV Community). Its scraping and Python skills help businesses collect the data ML models need.
Bitcoding scores well on Data Engineering. It scores lower on Industry Expertise.
Criterion | Score |
|---|---|
ML Expertise | 7 |
Data Engineering | 7 |
Industry Expertise | 6 |
Proven Outcomes | 6 |
MLOps and Post-Deployment Support | 7 |
Client Satisfaction | 7 |
Total | 40/60 |
7. Dignizant Technology: Best for Predictive Analytics
Profile: Impact Opportunity
Dignizant Technology is an AI and ML development company in Utran, Surat. It builds predictive analytics, intelligent automation, NLP, and data-driven insight solutions (Impact Opportunity).
Dignizant fits small and mid-size businesses starting with predictive models. It scores lower on Proven Outcomes than larger firms.
Criterion | Score |
|---|---|
ML Expertise | 7 |
Data Engineering | 7 |
Industry Expertise | 6 |
Proven Outcomes | 6 |
MLOps and Post-Deployment Support | 7 |
Client Satisfaction | 7 |
Total | 40/60 |
8. KrishvaTech: Best for Computer Vision and Safety Monitoring
Profile: Indeed
KrishvaTech is a Surat company in Mota Varachha that builds practical AI and computer vision solutions, including object detection, safety and security monitoring, and automation (Indeed).
KrishvaTech fits factories and sites that need vision-based monitoring. It scores lower on Proven Outcomes and Data Engineering as a small team.
Criterion | Score |
|---|---|
ML Expertise | 8 |
Data Engineering | 6 |
Industry Expertise | 6 |
Proven Outcomes | 6 |
MLOps and Post-Deployment Support | 6 |
Client Satisfaction | 6 |
Total | 38/60 |
Score Comparison at a Glance
Rank | Company | Best for | ML | Data | Industry | Outcomes | MLOps | Satisfaction | Total |
|---|---|---|---|---|---|---|---|---|---|
1 | Prognos Labs | End-to-end ML partner | 9 | 9 | 7 | 7 | 10 | 10 | 52 |
2 | UpNext Software | Custom ML and Python | 8 | 8 | 6 | 8 | 7 | 8 | 45 |
3 | Rocket | AI-generated apps | 8 | 8 | 5 | 8 | 6 | 7 | 42 |
4 | KriraAI | ML and data analytics | 8 | 7 | 6 | 6 | 7 | 7 | 41 |
5 | Accelate AI Labs | LLM apps and AI agents | 8 | 7 | 6 | 6 | 7 | 7 | 41 |
6 | Bitcoding Solutions | ML with Python and scraping | 7 | 7 | 6 | 6 | 7 | 7 | 40 |
7 | Dignizant Technology | Predictive analytics | 7 | 7 | 6 | 6 | 7 | 7 | 40 |
8 | KrishvaTech | Computer vision and safety | 8 | 6 | 6 | 6 | 6 | 6 | 38 |
Machine Learning Project Timelines in Surat for 2027
Stage | What happens | Typical time |
|---|---|---|
Data audit | Check what data you have and how good it is | 2 to 3 weeks |
Data prep and labeling | Clean, label, and build pipelines | 3 to 6 weeks |
Model build and testing | Train, compare, and validate models | 4 to 8 weeks |
Deployment | Put the model into your apps with MLOps | 4 to 6 weeks |
Monitor and retrain | Track accuracy and retrain as data changes | Ongoing |
A focused predictive model can go live in about 3 months. Computer vision for quality inspection usually takes 4 to 6 months, mostly because images must be collected and labeled.
How to Choose a Machine Learning Company in Surat
Ask about models in production. Many teams can train a model. Fewer can run one reliably for years.
Check their data skills. Ask how they handle messy data, labeling, and pipelines.
Start with one process. Diamond, textile, and manufacturing firms see the fastest payback by starting with one line or one product.
Plan for MLOps. Ask who will watch for drift and retrain the model after launch.
Conclusion
Surat's ML scene is young but moving fast. UpNext brings a decade of delivery, Rocket shows what a Surat-built AI product can achieve, and specialists like KriraAI, Accelate, and KrishvaTech cover analytics, LLM apps, and computer vision.
What Is Best for You?
For Surat startups, manufacturers, and enterprises looking for one machine learning partner to plan, build, deploy, and manage ML that delivers real results, Prognos Labs is the recommended choice.
Book a free strategy call and we will map the ML use case with the fastest payback for your Surat team.
Book a Strategy Call