AI features and engineering support for SaaS products
We help SaaS companies add useful AI features, ship faster and scale their cloud platform without slowing down the core team.
- Pressure to add AI to the product
- Roadmap bigger than the team
- Rising cloud costs
- Users not getting value fast enough
What we build for SaaS & Cloud teams
In-app AI assistants
Help users get answers, complete tasks and find features without leaving your product.
Smart search & summaries
Let users search and summarise their own data, documents and activity in natural language.
Workflow automation features
Automate repetitive steps inside your product, so users get more done with fewer clicks.
Usage & churn insights
Spot accounts at risk and features that drive retention, from your product data.
Onboarding improvements
Guided, personalised onboarding that gets new users to their first win faster.
Cloud performance & cost
Find and fix slow queries, bottlenecks and wasted cloud spend.
What we pay attention to
Fit your codebase
We follow your conventions, reviews and release process, working as part of your team.
Useful AI, not gimmicks
We pick AI features that solve real user problems and measure whether they get used.
Cost under control
We design AI features to keep model and cloud costs predictable as usage grows.
Multi-tenant by default
Every feature respects tenant boundaries and permissions.
Can you work inside our existing codebase?
Yes. We join your repository, follow your standards and go through your normal code review.
Which AI features make sense for our product?
We look at what users struggle with today, then suggest features that remove that friction, and test them with a small group first.
How do you keep AI costs predictable?
We pick the right model for each task, cache results, set usage limits and monitor spend per feature.
Can you help with scaling and cloud costs?
Yes. We review architecture, database performance and cloud usage, then fix the biggest issues first.
Ready to become an AI-first company? Let’s connect.
Build a new platform, or add AI capabilities to existing software, we deliver solutions that work in real operational environments.
Discuss your idea with our team
Custom AI implementation roadmap
No sales pressure