BitsRain · Applied AI studio
Make AI useful where your customers and teams already work.
We partner with product, data, and growth leaders to turn high-potential AI ideas into focused, reliable experiences.
From a real signal to a useful system.
- 01Senior-led delivery
Work directly with the people shaping the strategy, experience, and engineering.
- 02From question to production
We connect product decisions with the systems required to make them work in practice.
- 03Built for real constraints
Useful AI for the workflows, data, and accountable decisions your team already has.
Where we help
Move past the AI backlog.
There is no shortage of AI ideas. The hard part is choosing the one that earns its place in a real product, workflow, or customer journey.
BitsRain helps teams find that point of leverage, build the right thing with care, and create the conditions for it to keep getting better.
What we do
Small enough to stay close. Experienced enough to get it shipped.
AI product strategy
Clarify the opportunity, define the smallest valuable release, and align the work to a measurable business decision.
- Use-case and data-readiness assessment
- Product and evaluation design
Intelligent experiences
Design and ship useful AI features that fit naturally into the products and workflows people already use.
- Retrieval and agent experiences
- Personalization and content intelligence
Reliable AI operations
Put the controls around the work so your team can operate, evaluate, and improve what reaches production.
- Evaluation and observability
- Human review and delivery playbooks
How we work
A clear route from possibility to a product your team can stand behind.
- 01
Listen
Start with the user, business question, and constraints—not a predetermined model.
- 02
Focus
Turn the best opportunity into a practical plan with a clear first release.
- 03
Build
Work closely with your team to make the experience useful, safe, and production-ready.
- 04
Learn
Measure what matters, share what we learn, and leave a system your team can own.
Product work
A closer look at useful systems.
Product work samples that show how we approach operations, healthcare, and manufacturing challenges.
Operations
Online collaboration tool
Online collaboration solution to boost team’s productivity and efficiency.
Explore case study
Healthcare
Medical recording app
A mobile app that captures surgical video and audio and helps detect key sounds and objects on device.
Explore case study
Manufacturing
Predictive maintenance
A full-scale predictive maintenance solution that streamlined equipment maintenance procedures for a large industrial operation.
Explore case study
The people you’ll work with
Senior attention from the first conversation onward.
Co-founder
Danny Liu
Works with teams to turn promising AI opportunities into focused product bets.
danny.liu@bitsrain.com
Co-founder
Kevin Dinh
Leads the engineering discipline behind dependable AI systems and delivery.
kevin@bitsrain.comStart a conversation
Bring the question. We’ll help find the useful next step.
Pick a time to talk about the outcome you want to move.