Codiste
An AI-first engineering firm building production-ready ML and generative AI systems with full MLOps lifecycle coverage.
Founded 2016 | Mumbai, India / New York, NY, USA | 200–500 employees | Last updated: July 2026
custom-mlgenerative-aimlopsdeep-learningdata-engineering
What is Codiste?
Codiste is an AI-first software engineering company with offices in India and the United States, specialising in custom machine learning development, generative AI systems, and MLOps infrastructure. The firm covers the full ML lifecycle including data engineering, model development, integration, and post-deployment monitoring. Codiste's engineering practice draws on Python, TensorFlow, PyTorch, and LangChain, with delivery through dedicated teams and fixed-price project structures. The company positions itself as a delivery-focused ML firm with an emphasis on taking models beyond prototype into production operation (per company website; independently unverifiable).
Codiste was founded in 2016 and is headquartered in Mumbai, India / New York, NY, USA. The firm employs 200–500 people and works primarily with clients in SaaS, E-commerce, Healthcare, Fintech, Retail sectors. Its primary differentiator is: AI-first engineering firm with explicit MLOps focus and generative AI capability alongside classical ML model development.
Codiste tech stack and services
PythonTensorFlowPyTorchLangChainOpenAI APIMLflowDockerKubernetesFastAPIAWS
| Service area | Details |
|---|---|
| MLOps pipeline setup and infrastructure for data science teams going to production | Available for SaaS, E-commerce, Healthcare, Fintech, Retail clients |
| Generative AI chatbots and content automation tools for SaaS products | Available for SaaS, E-commerce, Healthcare, Fintech, Retail clients |
| Custom recommender systems for e-commerce personalisation | Available for SaaS, E-commerce, Healthcare, Fintech, Retail clients |
| Automated document processing with NLP models for enterprise workflows | Available for SaaS, E-commerce, Healthcare, Fintech, Retail clients |
| Predictive analytics dashboards for SaaS product health and retention | Available for SaaS, E-commerce, Healthcare, Fintech, Retail clients |
Codiste use cases
Short answer: Codiste is best suited for startups and mid-market companies needing full ML lifecycle delivery from data engineering through to a deployed production system.
| Use case | Industries | Approach |
|---|---|---|
| MLOps pipeline setup and infrastructure for data science teams going to production | SaaS, E-commerce | Python, TensorFlow |
| Generative AI chatbots and content automation tools for SaaS products | SaaS, E-commerce | Python, TensorFlow |
| Custom recommender systems for e-commerce personalisation | SaaS, E-commerce | Python, TensorFlow |
| Automated document processing with NLP models for enterprise workflows | SaaS, E-commerce | Python, TensorFlow |
| Predictive analytics dashboards for SaaS product health and retention | SaaS, E-commerce | Python, TensorFlow |
Codiste pricing
Short answer: Codiste uses a fixed project, dedicated team pricing approach. Minimum engagement starts at $25K.
| Engagement model | Typical range | Best for |
|---|---|---|
| Fixed project | From $25K | Well-defined scope |
| Dedicated team | Variable; depends on team size | Large programmes or team augmentation |
| Time & materials | Variable; depends on team size | Large programmes or team augmentation |
Codiste does not publish a public rate card. Contact them directly via their website to get project-specific pricing.
Codiste pros and cons
| Advantages | Things to consider |
|---|---|
| +AI-first positioning means ML delivery is the core business, not a side practice | -Founded relatively recently; shorter independently verifiable track record than older firms |
| +Strong MLOps coverage for production deployment, monitoring, and model management | -No widely cited independent review platform rating to validate delivery quality claims |
| +Generative AI capability alongside classical ML development in a single team | -India-primary delivery requires proactive timezone coordination for US and EU clients |
| +Flexible engagement: fixed project or dedicated team models available | |
| +$25K minimum accessible for mid-market project initiations |
Codiste vs alternatives
How Codiste compares to the other top Machine Learning Development companies.
| Company | Best for | Key difference | Rating | Compare |
|---|---|---|---|---|
| InData Labs | Mid-market companies needing custom production-grade ML systems with... | Pure-play data science boutique with 4.9/5 Clutch rating across 18 independent reviews and documented post-launch iteration model | 4.8 | Full comparison |
| Tensorway | Mid-market and enterprise clients needing production-grade computer vision... | Deep learning specialist backed by Anadea's 25-year delivery heritage, with a dedicated computer vision practice covering detection, segmentation, and video analytics | 4.6 | Full comparison |
| Simform | AWS-first companies needing production ML systems with cloud-native... | AWS Premier Partner with 200+ ML engineers and 4.8/5 Clutch rating across 82 verified reviews — one of the most independently validated firms in this niche | 4.5 | Full comparison |
| Blackthorn Vision | Mid-market companies in healthcare, fintech, or industrial automation... | Published case studies across healthcare and fintech ML with a documented data science lifecycle and accessible $20K minimum engagement | 4.4 | Full comparison |
| DataRoot Labs | European and Israeli companies needing a structured ML... | Structured AI R&D methodology with formal experiment cycles serving European and Israeli mid-market clients | 4.2 | Full comparison |
| *instinctools | German and US companies needing a long-track-record technology... | 25-year delivery heritage with self-managed dedicated ML teams and co-headquarters in Stuttgart, Germany and Potomac, Maryland | 4.2 | Full comparison |
| Neoteric | European companies needing a mid-size AI engineering team... | Wrocław-based AI firm with documented approximately 90% positive Clutch reviews and full-service software plus ML delivery at $50–99/hr | 4.1 | Full comparison |
| MobiDev | Companies needing ML development integrated with mobile or... | US/UK-managed ML engineering firm with 400+ engineers and documented deep learning, NLP, and GPT integration across product development | 4.1 | Full comparison |
| Leobit | US-based tech startups and scale-ups needing combined ML... | Full-stack AI engineering firm with strong generative AI and corporate LLM deployment capability alongside standard ML development | 4.0 | Full comparison |
| STX Next | Python-first companies needing ML capability embedded within software... | Europe's largest Python engineering firm with 700+ engineers, making ML a natural extension of existing Python product development | 4.0 | Full comparison |
| LeewayHertz | US enterprise and mid-market companies needing a full-service... | San Francisco-based AI firm with strong LLM integration and generative AI advisory capability alongside standard ML development | 3.9 | Full comparison |
| ScienceSoft | Manufacturing, healthcare, and oil & gas companies needing... | 35-year IT firm with Microsoft Gold and AWS partner certifications and documented vertical depth in manufacturing, healthcare, and oil & gas ML | 3.9 | Full comparison |
| Fractal Analytics | Fortune 500 companies in consumer packaged goods, retail,... | 25-year enterprise AI firm with documented Fortune 500 programmes in CPG, retail, and insurance analytics across 4,000+ professionals | 3.9 | Full comparison |
| Acropolium | Hospitality, healthcare, and logistics companies needing affordable custom... | Estonia-registered Eastern European ML firm with hospitality and logistics ML specialisation and accessible $15K minimum engagement | 3.8 | Full comparison |
| Scopic | Companies needing senior ML engineers at competitive rates... | 20-year distributed firm with 1,000+ remote engineers and published ML case studies in healthcare, manufacturing, and financial risk | 3.8 | Full comparison |
| Iflexion | Enterprises needing a consulting-first ML partner to design... | 25-year enterprise IT firm with a consulting-led ML practice that evaluates feasibility and designs data strategy before implementation begins | 3.8 | Full comparison |
| N-iX | Enterprises with complex data infrastructure needing MLOps expertise... | Named Fortune 500 MLOps deployments at Bosch, Gogo, and Fluke with 2,000+ engineers and a data-infrastructure-first ML approach | 3.9 | Full comparison |
| Intellias | Product companies and enterprises needing ML integrated into... | Product-engineering-first approach to ML with a dedicated MLOps practice and documented automotive and fintech AI delivery experience | 3.8 | Full comparison |
| Oxagile | Media, sports, and AdTech companies needing AI and... | 20-year video technology specialist with strong computer vision and video analytics ML capability for media, sports, and AdTech clients | 3.8 | Full comparison |
| Innowise | Banks, healthcare operators, and agricultural businesses needing ML... | 1,200-engineer Eastern European firm with documented banking, healthcare, and agriculture ML delivery from Poland and UAE offices | 3.8 | Full comparison |
| Appinventiv | Enterprise and mid-market companies needing ML features integrated... | 200+ dedicated ML experts within a 1,600+ person firm delivering ML at scale within mobile and enterprise product development | 3.7 | Full comparison |
| Devox Software | EU, UK, and US clients needing cost-efficient Python... | High client retention rate (82% long-term partnerships) with Python-native ML focus for finance and retail use cases | 3.7 | Full comparison |
| Intuz | US-based companies needing a San Francisco-headquartered AI partner... | San Francisco-headquartered AI firm founded in 2008 with ML and AI agent development alongside standard ML model development | 3.7 | Full comparison |
| Softeq | Enterprise companies with hardware, IoT, or embedded systems... | Houston-based enterprise firm with unique strength in ML for IoT and hardware-connected AI applications alongside Microsoft and AWS partnerships | 3.7 | Full comparison |
| Itransition | Enterprise organisations needing ML consulting and implementation integrated... | 25-year global firm with 3,000+ engineers across 40+ countries offering ML consulting within enterprise technology programmes | 3.7 | Full comparison |
| ELEKS | Enterprise and Fortune 500 companies needing a long-established... | 35-year software engineering heritage with 1,000+ delivered data-driven projects and US presence in Chicago for North American enterprise clients | 3.6 | Full comparison |
| Avenga | Global corporations needing a large-scale European technology partner... | 6,000-person global consultancy with AWS Advanced Partnership and 20+ certified cloud ML deployments across 16 countries and 44 delivery locations | 3.6 | Full comparison |
| DataArt | Mid-market and enterprise companies in finance, healthcare, or... | 29-year global engineering firm with 6,000+ specialists and a flat structure providing direct access to senior ML engineers on client projects | 3.6 | Full comparison |
| Ciklum | Global enterprises seeking AI features embedded in large-scale... | 4,000-person Experience Engineering firm with 250+ enterprise clients and generative AI delivery integrated into large product programmes | 3.6 | Full comparison |
| Sigmoidal | Financial services and healthcare companies with internal ML... | Specialist ML staff augmentation firm placing expert data scientists and ML engineers into client teams with financial services industry focus | 3.6 | Full comparison |
| Codiant | Startups and mid-market companies on five continents needing... | Yash Technologies subsidiary with ISO 9001 and 27001 certifications, multi-continent delivery, and 700+ completed projects for 200+ active clients | 3.6 | Full comparison |
| GlobalLogic | Fortune 500 enterprises needing large-scale MLOps implementation within... | Hitachi-owned 30,000-person product engineering firm with MLOps and AI-Powered SDLC for Fortune 500 clients and industrial AI access via Hitachi ecosystem | 3.5 | Full comparison |
| BairesDev | US-based companies needing culturally aligned nearshore ML engineers... | Latin America nearshore ML specialist with 4,000+ engineers and US timezone alignment for flexible staff augmentation and project delivery | 3.5 | Full comparison |
| DataRobot | Enterprises wanting to reduce ML engineering bottlenecks with... | Enterprise AutoML platform that automates model building and deployment — a software product with professional services, not a custom development services firm | 3.5 | Full comparison |
| EPAM Systems | Large enterprises needing ML within large-scale platform engineering... | Publicly traded 62,000-person firm with proprietary EPAM DIAL AI orchestration platform and AI transformation engineering positioning for global enterprises | 3.5 | Full comparison |
| Accenture | Global enterprise and government organisations needing AI strategy,... | World's largest consulting firm with 700,000+ employees, government-scale AI governance capability, and a dedicated AI transformation practice | 3.5 | Full comparison |
| Cognizant | Global enterprises modernising legacy data systems and needing... | 330,000-person IT services firm combining ML engineering with legacy data modernisation for global enterprise digital transformation programmes | 3.5 | Full comparison |
Codiste FAQ
What is Codiste?
Codiste is an AI-first software engineering company with offices in India and the United States, specialising in custom machine learning development, generative AI systems, and MLOps infrastructure. The firm covers the full ML lifecycle including data engineering, model development, integration, and post-deployment monitoring. Codiste's engineering practice draws on Python, TensorFlow, PyTorch, and LangChain, with delivery through dedicated teams and fixed-price project structures. The company positions itself as a delivery-focused ML firm with an emphasis on taking models beyond prototype into production operation (per company website; independently unverifiable).
How much does Codiste charge?
Codiste uses fixed project, dedicated team pricing. Minimum engagement starts at $25K. A discovery call is required to get project-specific quotes.
What tech stack does Codiste use?
Codiste works with Python, TensorFlow, PyTorch, LangChain, OpenAI API, MLflow, Docker, Kubernetes, FastAPI, AWS. Primary industries served include SaaS, E-commerce, Healthcare, Fintech, Retail.
Is Codiste right for enterprise?
Startups and mid-market companies needing full ML lifecycle delivery from data engineering through to a deployed production system. 200–500 team size. Key consideration: Founded relatively recently; shorter independently verifiable track record than older firms.
What are the best Codiste alternatives?
The best alternatives to Codiste depend on your use case. Top options are:
- InData Labs: pure-play data science boutique with 4.9/5 clutch rating across 18 independent reviews and documented post-launch iteration model
- Tensorway: deep learning specialist backed by anadea's 25-year delivery heritage, with a dedicated computer vision practice covering detection, segmentation, and video analytics
- Simform: aws premier partner with 200+ ml engineers and 4.8/5 clutch rating across 82 verified reviews — one of the most independently validated firms in this niche
Compare Codiste with other Machine Learning Development companies
Codiste vs InData Labs Codiste vs Tensorway Codiste vs Simform Codiste vs Blackthorn Vision Codiste vs DataRoot Labs Codiste vs *instinctools Codiste vs Neoteric Codiste vs MobiDev Codiste vs Leobit Codiste vs STX Next Codiste vs LeewayHertz Codiste vs ScienceSoft Codiste vs Fractal Analytics Codiste vs Acropolium Codiste vs Scopic Codiste vs Iflexion Codiste vs N-iX Codiste vs Intellias Codiste vs Oxagile Codiste vs Innowise Codiste vs Appinventiv Codiste vs Devox Software Codiste vs Intuz Codiste vs Softeq Codiste vs Itransition Codiste vs ELEKS Codiste vs Avenga Codiste vs DataArt Codiste vs Ciklum Codiste vs Sigmoidal Codiste vs Codiant Codiste vs GlobalLogic Codiste vs BairesDev Codiste vs DataRobot Codiste vs EPAM Systems Codiste vs Accenture Codiste vs Cognizant
Last reviewed: July 2026. Verify all details directly with Codiste before making a decision.