Your full-cycle engineering partner for modern SaaS and AI products.

Whether you need a complete SaaS built and launched from scratch, custom AI workflows, or a dedicated team to maintain and ship code every week — we handle the entire engineering lifecycle.

Flexible Partnership Models — Built for Founders, Product Teams, and Growing Software Businesses.

Turnkey Build & Monetization

0-to-1 SaaS Launch Studio

Continuous Shipping & Upkeep

Dedicated Code Maintenance

MCP
+

Pragmatic AI Systems

Custom MCP & Agent Workflows

Most AI projects fail because teams forget how real software is built.
You don’t just need an AI prompt—you need clean architecture, bulletproof database schemas, robust APIs, and disciplined code that gets maintained week after week.

We combine battle-tested full-stack engineering with pragmatic agentic AI so you can launch fast, ship continuously, and never get trapped in technical debt.

Full-stack engineering & production velocity

End-to-End SaaS Engineering & Intelligent Systems

P
Shipping production SaaS platforms, resilient APIs & pragmatic agentic tools
Sprint Roadmap›SaaS Sprint #14
Stripe LiveMCP Evals
Sprint Target
PR #142 Merged
Full-Stack SaaS Core: Auth, Postgres DB & Stripe Checkout
SaaS Core
Custom Model Context Protocol (MCP) Server & Tool Schema
AI Protocol
Verified & Deployed

0-to-1 SaaS Product Launches

From initial napkin concept to live Stripe billing: responsive Next.js web application, robust database design, user authentication, and turnkey checkout flows.

Custom MCP & Agent Tooling

Production-ready Model Context Protocol servers and background agent workers that securely expose your SaaS APIs and database resources to modern AI models.

Engineering Governance & Upkeep

Disciplined Architecture, Governance & Maintenance

Full-Cycle Technical Direction & Code Ownership

P
Provixai Lead Architect
Production Verified
Engineering Philosophy

We don’t build throwaway prototypes or brittle wrappers. We build clean, modular, and maintainable software. From strict data contracts and sandboxed tool executions to continuous uptime and dedicated sprint maintenance, your platform runs smoothly in production.

Continuous Evals & CI/CD

Automated test harnesses measuring schema validity, API response contracts, prompt security, and deterministic performance benchmarks.

Dedicated Code Maintenance

Weekly PRs, bug squashing, dependency patches, and proactive refactoring so your application stays fast, clean, and bug-free.

Sub-Second Streaming & Prompt Caching

Server-Sent Events (SSE) streaming pipelines coupled with prompt-caching optimization, slashing round-trip latency by up to 60% and reducing inference token spend.

Human-in-the-Loop & Sandboxed Gates

Strict permission boundaries that divert high-risk tool operations into real-time approval queues before committing irreversible mutations to production databases.

Engineered for Modular Scale & Reliability

Full-stack components, clean database boundaries, and custom MCP integrations that adapt to your product roadmap.

Agentic execution stack
Model Context Protocol
Autonomous Agent Runtimes
Dedicated Web Squads

Tailored Agentic Architecture

🔌SaaS Siloed from AI
⚡Provixai Custom MCP Server
+ Autonomous Workflows

Turnkey SaaS Agent Integration

Deterministic Evals🧪 📊

Tool-call precision, latency benchmarks, and regression tests.

Guardrails & SLA Standards🛡️ ⚡

Permission sandboxing, audit trails, and zero security drift.

Real-Time Observability & Evals

Token ScopesRBAC Active
read:analytics
Authorized
mutate:database
Gate Review
delete:schema
Blocked

Enterprise Protocol Security & Scopes

⚡
Semantic Cache
Vector Embeddings
84% Hit Rate
⇅Sub-50ms Sync
🗄️
ACID State Store
PostgreSQL Transaction Log
Persistent

Stateful Context & Vector Synchronization

Planner Agent
Loop #04
🤖Tool Execution Pod
99.2% Acc
🛡️Circuit Breaker Gate
Zero Drift

Autonomous Delegation & Fallback Circuit Breakers

Standardized & Future-Proof

Engineered to Open Protocol Standards

Why high-growth software teams choose standardized Model Context Protocol (MCP) servers over brittle ad-hoc prompt wrappers.

tools/execute
JSON Schema
type: "object",
properties: {
workspaceId: { type: "uuid" },
action: { enum: ["sync", "query"] }
}
✓ Zero Type-Coercion DriftPydantic / Zod

Strict JSON-RPC Schema Contracts

CLI
Stdio Transport
Local IDEs (Cursor, Claude Desktop)
Zero Latency
Single Codebase • Universal Protocol
SSE
Server-Sent Events
Cloud Agents & Web Platforms
Streaming

Unified Stdio & SSE Cloud Transports

Automated CI/CD Evals99.4% Pass
Tool Selection Accuracy99.8%
Prompt Injection Defense100% Shielded
p95 Execution Latency< 380ms

Automated CI/CD Regression Test Suites

Execution Velocity

From Architecture Blueprint to Production Deployment

A disciplined 4-phase delivery sprint designed to ship real, maintainable software in weeks, not quarters.

01Week 1

Architecture & Technical Blueprint

We map out your application requirements, database models, user journeys, and identify where AI workflows or custom MCP tooling provide genuine business leverage.

Key Deliverables
  • ✓Full-stack architecture spec
  • ✓Database schema & API map
  • ✓Security & auth boundary plan
02Weeks 2–3

Full-Stack Core & Monetization

We build the core application: responsive Next.js frontend, resilient backend APIs, user authentication, and turnkey Stripe checkout and subscription lifecycles.

Key Deliverables
  • ✓Working web application UI
  • ✓PostgreSQL & backend endpoints
  • ✓Turnkey Stripe billing flow
03Weeks 4–5

Agentic Intelligence & Hardening

We integrate custom MCP servers, autonomous background worker tasks, and deterministic human-in-the-loop review guardrails so operations run safely.

Key Deliverables
  • ✓Production MCP server endpoints
  • ✓Automated eval test harnesses
  • ✓Permission & rollback controls
04Week 6+

Launch & Dedicated Maintenance

We deploy to live production, transfer 100% intellectual property ownership, and transition into continuous code maintenance and feature shipping.

Key Deliverables
  • ✓Live production deployment
  • ✓100% source code transfer
  • ✓Dedicated maintenance retainer
Trust & Governance

Enterprise-Grade Security & Client Protection

Strict architectural isolation, bilateral NDAs, and production guarantees for mission-critical software products.

Legal Protection

100% IP Ownership & NDAs

Every line of application code, database schema, custom MCP server, and design belongs exclusively to your company upon delivery. Protected by comprehensive bilateral Non-Disclosure Agreements.

Zero model training on your data✓ Guaranteed
Infrastructure

Standard Stacks & Zero Lock-In

Deploy your SaaS and workers on your own AWS, GCP, Vercel, or Docker infrastructure. Built strictly on industry standards (Next.js, Python, PostgreSQL) with clear documentation.

Your Cloud • Your Repository✓ 100% Direct
Reliability

Ongoing Maintenance & SLAs

We provide dedicated sprint upkeep, bug squashing, security patches, and automated schema regression monitors so your platform stays fast and never breaks when third-party APIs update.

Continuous Regression Monitoring✓ 99.9% Uptime

Seamless Integration across Modern Agentic & Web Frameworks

MCP
Model Context Protocol
C
Claude & Anthropic MCP
LG
LangGraph & Multi-Agent
Py
Python & FastAPI
TS
TypeScript
React & Next.js
MCP
Model Context Protocol
C
Claude & Anthropic MCP
LG
LangGraph & Multi-Agent
Py
Python & FastAPI
TS
TypeScript
React & Next.js
OpenAI Tool Calling
R
Redis Agent Memory
pgvector & PostgreSQL
Docker & Sandboxing
AWS Infrastructure
REST & GraphQL APIs
OpenAI Tool Calling
R
Redis Agent Memory
pgvector & PostgreSQL
Docker & Sandboxing
AWS Infrastructure
REST & GraphQL APIs
BUILD & SHIP

Have a SaaS to launch or code that needs shipping?

Whether you are starting from zero, upgrading an existing platform, or looking for a dedicated engineering team to maintain your codebase — let’s build it right. Book an intro call today.

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