AI Solutions
Applied AI that solves a defined business problem.
We turn language models and machine learning into dependable product capabilities, with evaluation, guardrails, and human oversight designed in from the start.
A strong fit for
- AI-enabled SaaS products
- Knowledge and support workflows
- Intelligent internal tools
I found three material risks: renewal terms, liability limits, and data residency.
3 sources · 94% confidence
01 / What we deliver
The capabilities your project needs.
A focused combination of product thinking, design, engineering, and operational care—shaped around the problem you need to solve.
- 01
AI product discovery and prototyping
- 02
LLM workflows, agents, and retrieval
- 03
Model evaluation and safety guardrails
- 04
AI integration with existing products and data
02 / Expected outcomes
Software that improves the operation, not just the interface.
- 01
Faster knowledge-intensive workflows
- 02
Measurable quality instead of AI guesswork
- 03
A production path from experiment to reliable feature
03 / Built by Marsaze
Proof through products.
Products we have designed, engineered, and launched with this capability.
HotSeat
AI mock interviews built for real pressure.
Practice with three AI interviewers that challenge technical depth, push back on big claims, and evaluate judgment—then get evidence-backed feedback tied to what you actually said.
Enter the HotSeatPrompt Library
AI prompts for components that fit your codebase.
Browse visual UI patterns, copy a ready-made prompt, and let your AI agent build the component using your stack, tokens, and conventions.
Open Prompt LibraryAI Vision by WitBlox
Intelligent vision control for connected AI cameras.
A complete IoT product spanning its landing page, mobile apps, and desktop software—bringing real-time camera streaming, AI object recognition, visual automation, and device control into one experience.
Visit AI Vision04 / How we work
A direct path to dependable software.
- 01
Discover
Clarify users, workflows, constraints, and success measures.
- 02
Design
Shape the experience, architecture, and delivery plan.
- 03
Build
Ship in focused increments with visible progress and quality checks.
- 04
Operate
Launch confidently, measure results, and keep improving.
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