AI engineering that's private, governed and built for production.
Prakat designs, builds and runs AI for organizations in regulated industries across North America, Europe and Asia, from machine learning on operational data to generative AI assistants, with privacy and governance designed in from the start.

Six AI capabilities, one accountable team.
AI only creates value when it works on real data, inside real systems, under real regulation. That's where Prakat's engineering, data and testing depth comes in.
Machine learning & predictive analytics
Forecasting, anomaly detection, optimization and risk scoring on your operational data, taken all the way into production with monitoring and retraining.
Proven on a national power gridGenerative AI & LLM applications
Assistants, document intelligence, summarization and enterprise search grounded in your own content (retrieval-augmented generation), with guardrails and evaluation built in.
Assistants · RAG · agentsAI-assisted modernization
AI maps legacy code, business rules and dependencies to de-risk modernization, and the target architecture is designed so AI can use the data from day one.
Legacy → AI-readyData foundations for AI
Pipelines, data quality, governance and feature and vector stores, because models are only as good as the data under them.
Governed, AI-ready dataAI governance, privacy & compliance
Policy controls, audit trails, consent-aware data handling and risk assessment, aligned to HIPAA, GDPR, the EU AI Act and India's DPDP Act.
Designed for regulatorsAI testing & assurance
Prakat began in test engineering. We validate models and AI features for accuracy, bias, robustness and safety before they reach customers.
Testing the LimitsA firewall for AI.
Most AI risk comes from data going where it shouldn't. Prakat's shared AI platform sits between your systems and AI models, so personal data stays inside your environment instead of being sent to third-party cloud AI services.
- Personal and sensitive data is detected and protected before any prompt leaves your environment
- Models can run on infrastructure you control when data must not leave it
- Governance tooling for India's DPDP Act, with an auditable record of how personal data is used in AI
- One shared platform, so every AI use case inherits the same controls

Built for the rules in every market we serve.
AI regulation differs by country. Our teams in the USA, UK and India design each system around the laws that apply to it, and work across time zones as one delivery team.
North America
Engineering hub: Escondido, California (headquarters)
- HIPAA (Prakat holds a HIPAA seal of compliance)
- CCPA / CPRA
- Sector rules for finance and healthcare
United Kingdom & Europe
Engineering hub: Livingston, Scotland
- UK GDPR and EU GDPR
- EU AI Act risk classification and documentation
- Data residency requirements
India & Asia
Engineering hub: Bengaluru, Karnataka
- India's Digital Personal Data Protection (DPDP) Act, 2023
- Consent and purpose limitation
- Cross-border data transfer rules
AI we've shipped, and the thinking behind it.
Machine learning in production: Prakat delivered a deep analytics and machine learning solution that helps one of the world's largest power utilities optimize cost and revenue across its grid. Read the case study.
AI products: BizonAI is Prakat's suite of AI tools for small business owners, covering AI-generated images, video, ads and logos, marketing content, chatbots and FAQ generation, plus project management, CRM and sales funnels, all for one fixed monthly price.
The Algorithms of Life
Prakat CTO Abhik Biswas is the author of The Algorithms of Life: How Nature's Oldest Code Is Shaping the Future of AI (opens Amazon in a new tab), an Amazon bestseller, and Modernization with Intelligence.
Forbes Technology Council
Abhik Biswas is a member of the Forbes Technology Council, a community of senior technology executives.
Published since 2023
Prakat has published on generative AI, machine learning for predictive analytics, AI integration and AI in healthcare.
From idea to governed production.
Every AI engagement follows the same four stages, so value is proven early and risk is managed throughout.
Assess
Find the use cases worth doing, check data readiness, and rate each one for value, risk and regulatory exposure.
Prove
Build a working prototype on your real data, with agreed success measures, before committing to a full build.
Productionize
Engineer for scale and security: integration, MLOps, monitoring, cost controls and human review where it matters.
Govern & improve
Track model performance, drift and usage, keep audit evidence current, and retrain as the business changes.
Questions about AI at Prakat.
What AI services does Prakat Solutions offer?
Prakat designs, builds, tests and runs AI systems: machine learning and predictive analytics, generative AI and LLM applications such as assistants, document intelligence and enterprise search, AI-assisted application modernization, data foundations for AI, AI governance and compliance, and AI testing and assurance.
Can we use generative AI without sending personal data to cloud AI providers?
Yes. Prakat's privacy-first approach keeps personal and sensitive data inside your environment: it is detected and protected before any request reaches a third-party AI service, and models can run on infrastructure you control when data must not leave it.
Do you help with DPDP, GDPR, HIPAA and EU AI Act compliance for AI systems?
Yes. We design AI systems around the regulations in each market we serve: HIPAA and CCPA in the United States, UK and EU GDPR and the EU AI Act in Europe, and India's Digital Personal Data Protection Act. That includes governance tooling for DPDP obligations and audit-ready records of how personal data is used in AI.
Where are Prakat's AI and engineering teams based?
Prakat is headquartered in Escondido, California, with engineering centers in Livingston, United Kingdom and Bengaluru, India, so teams can work across North American, European and Asian time zones.
Does Prakat have AI products for small businesses?
Yes. BizonAI is Prakat's suite of AI tools for small business owners, covering AI-generated images, video, ads and logos, marketing content, chatbots and FAQ generation, and productivity tools such as project management and CRM, for a fixed monthly price.
How does an AI engagement with Prakat start?
Usually with a short assessment: we identify the AI use cases with the best value-to-risk ratio, check whether the data is ready, and agree success measures. A working prototype on your real data follows before any full build.
Have an AI idea that needs to work in the real world?
Tell us the use case. We'll tell you what it takes to build it safely.