MVP Productization: From AI Concept to Production-Grade Systems
We architect production-grade AI systems that move fast from PoC to product. Built to scale, our MVPs are agent-ready, cloud-native, and architected for continuous learning, governance, and real-world integration.
Most AI projects don’t fail on tech — they fail on execution.
Key Offerings
Rapid MVP Engineering
We turn AI experiments into functional, enterprise-grade MVPs — integrating LLMs, APIs, and agentic workflows within your stack.
- AI PoC-to-MVP blueprints: Architect the fastest, lowest-risk path from prototype to product.
- Composable agent architecture: Use modular, reusable components that accelerate delivery.
- Infrastructure-ready builds: Deploy to AWS, Azure, or sovereign environments out-of-the-box.
- Integrated UX & workflows: Build interfaces, guardrails, and logic layers into one seamless system.
Rapid MVP Engineering
We turn AI experiments into functional, enterprise-grade MVPs — integrating LLMs, APIs, and agentic workflows within your stack.
- AI PoC-to-MVP blueprints: Architect the fastest, lowest-risk path from prototype to product.
- Composable agent architecture: Use modular, reusable components that accelerate delivery.
- Infrastructure-ready builds: Deploy to AWS, Azure, or sovereign environments out-of-the-box.
- Integrated UX & workflows: Build interfaces, guardrails, and logic layers into one seamless system.
Accelerated System Integration
We don’t just ship features — we ensure your MVP connects to live systems, secure APIs, and real-world data.
- ERP/CRM integration flows: Sync models and agents with business tools like Salesforce, SAP, or HubSpot
- API & data orchestration: Design scalable pipelines across structured/unstructured sources.
- Compliance-first architecture: Built-in support for GDPR, HIPAA, SOC 2 from day one.
- CI/CD pipelines for AI: Automate deployments, updates, and rollbacks with dev-friendly tooling.
Accelerated System Integration
We don’t just ship features — we ensure your MVP connects to live systems, secure APIs, and real-world data.
- ERP/CRM integration flows: Sync models and agents with business tools like Salesforce, SAP, or HubSpot
- API & data orchestration: Design scalable pipelines across structured/unstructured sources.
- Compliance-first architecture: Built-in support for GDPR, HIPAA, SOC 2 from day one.
- CI/CD pipelines for AI: Automate deployments, updates, and rollbacks with dev-friendly tooling.
MVP Agent Enablement
We embed agentic capabilities so your MVP can reason, coordinate, and take action, not just respond.
- LLM + tool orchestration: Enable models to query systems, route requests, or trigger workflows.
- Cross-stack decision loops: Coordinate logic across frontends, APIs, and databases.
- Early-stage feedback systems: Embed telemetry and validation for continuous learning.
- Multi-agent design patterns: Plan for scale with interoperable agent networks.
MVP Agent Enablement
We embed agentic capabilities so your MVP can reason, coordinate, and take action, not just respond.
- LLM + tool orchestration: Enable models to query systems, route requests, or trigger workflows.
- Cross-stack decision loops: Coordinate logic across frontends, APIs, and databases.
- Early-stage feedback systems: Embed telemetry and validation for continuous learning.
- Multi-agent design patterns: Plan for scale with interoperable agent networks.
MVP Monitoring, Feedback & Iteration
We deliver MVPs with learning loops, versioning controls, and real-time insights — so your AI systems get smarter with use.
- Embedded feedback capture: Log signals from users, admins, and system usage.
- Model & system telemetry: Monitor drift, failure modes, and key outcomes.
- KPI-aligned iteration cycles: Improve performance across CSAT, time-to-resolution, lead conversion, etc.
- Version control for AI logic: Ship updates without regressions or downtime.
MVP Monitoring, Feedback & Iteration
We deliver MVPs with learning loops, versioning controls, and real-time insights — so your AI systems get smarter with use.
- Embedded feedback capture: Log signals from users, admins, and system usage.
- Model & system telemetry: Monitor drift, failure modes, and key outcomes.
- KPI-aligned iteration cycles: Improve performance across CSAT, time-to-resolution, lead conversion, etc.
- Version control for AI logic: Ship updates without regressions or downtime.
What Clients Say About Altpai
“Altpai helped us layer agentic workflows over legacy systems without rewriting a single core module. We got automation, orchestration, and observability without disruption. Their team understood both the tech and the enterprise risk. More than a deployment, it was a precision retrofit built to scale with our operational architecture.”
“Altpai engineered our AI infrastructure to be fully cloud-agnostic, with telemetry, RBAC, and security protocols embedded from day zero. Their approach was foundational. We now have an AI-native stack that meets compliance, scales predictably, and integrates seamlessly across Azure, AWS, and our sovereign deployment zones.”
“Our initial LLM plateaued at 40% accuracy. Altpai overhauled it with RAG, embeddings, and a feedback loop for retraining. Within weeks, the system was self-improving in production, accurate, relevant, and context-aware. Now, it’s a living system embedded in our decision workflows.”
“Altpai deployed a fraud detection engine that detects and evolves. With agentic logic and daily retraining, our false positives dropped dramatically. What impressed me most was the zero-lag adaptation. This isn’t just AI but operational intelligence that learns on the job.”
“Our PoC was production-ready in just four weeks. By week eight, Altpai had built a retrainable MVP, fully instrumented and aligned to our GTM strategy. No bloated dev cycles. No handovers. Just velocity, quality, and the infrastructure to scale. They didn’t consult; they executed.”