We enable your product team to build with AI
We help product engineering teams design, build, and ship AI features inside existing software products — using modern AI models — without destabilizing production systems.
AI is not something you bolt onto a product.
In mature software, AI only creates value when it integrates deeply with your existing systems and delivers real outcomes for your customers.
- Fits the existing architecture
- Works with real customer data
- Respects permissions, performance, and reliability
- Ships as a feature customers actually use
AI becomes part of the core product experience
We help ISVs and product companies introduce AI into existing software — not as a separate tool or experiment, but as a core feature.
Mature SaaS Platforms
Enterprise software with established user bases and complex workflows
Commercial Software Products
Licensed products serving businesses across various industries
Industry-Specific Applications
Vertical solutions with domain-specific requirements
Revenue-Generating Systems
Mission-critical software that powers business operations
Customer-facing features with real utility
We focus on AI capabilities that improve how customers use your product — not gimmicks, but genuine value.
Natural Language Search
Let users query your data using plain English instead of complex filters and syntax.
Smarter Recommendations
Surface relevant insights and suggestions based on user behavior and context.
Automated Summaries
Generate clear explanations and summaries of complex data and documents.
Context-Aware Assistance
Provide intelligent help that understands where users are in their workflow.
Already in the Market
Your product has active users and generates revenue
Customer Dependency
Users rely on your software for their daily work
Evolution Required
You need to innovate without destabilizing the platform
Differentiation Focus
AI should differentiate your product — not distract from it
For products that already have users, revenue, and constraints
This work makes sense when you’ve already built something valuable and need to evolve it thoughtfully. We specialize in adding AI capabilities to software that can’t afford mistakes.
Engineering-led, incremental, and production-safe
No throwaway proof-of-concepts. No AI demos that never reach customers. We ship real features.
Understand
Deep dive into your product, users, and technical constraints
Identify
Find AI features that create real, measurable customer value
Design
Architecture for scalability, safety, and long-term maintainability
Ship
Production-ready features that reach your customers
Experience with products that can’t afford mistakes
We understand what it means to ship features into production systems where reliability isn’t optional and every release matters.
15+ Years Experience
Working with commercial software products
Mature Codebases
Deep experience with long-lived systems
Release Expertise
Understanding releases, stability, and backward compatibility
Production Features
AI delivered as real, maintainable product features
Let’s Talk — If Your Product Is Ready for AI
For ISVs who need AI to build and ship inside real software. Let’s discuss how AI can enhance your product.