Decide Your AI Feature Before You Fund the Build
Three weeks. One AI workflow. A prototype your customers use, an evaluation baseline, and a go, pivot or stop memo.
Trusted by funded B2B SaaS teams






Case Studies
A few of the products we've shaped.
PROJECTS
Three Weeks to a Decision
Research, prototyping and design run as one loop. The prototype your users test is the design.

Decision Brief
We interview the sponsor, the product owner and one engineer. Out of that comes a one-page brief: which user job the feature serves, which metric it should move, what the current baseline is, and what result would mean go, pivot or stop. Nothing gets built until the thresholds are written down.
Typical outputs:
The user job and the metric
The current baseline
The thresholds for go, pivot and stop
One page, signed off by the sponsor
What you get in three weeks
Three weeks that end in a decision you can defend, with the evidence attached. Research, prototype and design run as one loop.

A decision brief with thresholds
The user job, the metric, the current baseline, and the numbers that would mean go, pivot or stop.
Agreed with the sponsor, in writing, on day two.

A working prototype your users touch
The workflow built in code, calling a real model wherever its behaviour changes the answer.
We say in writing whether the code is disposable or a foundation.

Sessions with five to eight of your customers
Moderated sessions on tasks that matter to them, recorded and synthesised the same day.
Your own users, so the feedback survives contact with your board.

An evaluation baseline
The feature run against representative scenarios and the obvious failure modes, with the numbers written down.
The part an in-house prototype almost never has.

Trust states designed with the feature
Uncertainty, correction, permissions, audit trail, failure and disclosure, designed as part of the workflow.
These states are what separates a feature that ships from a demo.

A memo you can forward
The evidence, the recommendation, the scope if it is a go, the production risks, and a 90-day adoption metric.
Written for your CFO or board to read without us in the room.
The right design support for where your product is now.
From focused MVP improvements to full redesigns, design systems, and ongoing product design support.
A new product or module
For teams turning an idea, an internal prototype or a rough MVP into something real users can trust.
New B2B SaaS products
AI features and agent workflows
Investor-ready product stories
A first design system
Founder-led MVPs
Prototypes that need a production path
An existing product
For teams with a live product that grew feature by feature and now feels inconsistent or harder to use than it should be.
SaaS dashboards
B2B platforms and admin tools
Complex workflows and data tables
Onboarding and activation
Fintech and healthtech compliance flows
Design debt cleanup
Ongoing product work
For teams that need senior design every sprint without hiring, or a design lead one or two days a week.
Fast-moving product teams
Engineering-led teams with no designer
Roadmap and feature support
Design system stewardship
Activation and adoption work
Design leadership and hiring
Industries We Work With
B2B SaaS first, with most of our work in fintech, healthtech and AI products.
Fintech
AI finance, fintech SaaS and B2B financial tools. Trust, density and compliance in the same screen.
Healthtech
Healthtech SaaS and compliance platforms, designed under HIPAA and OSHA constraints.
SaaS
B2B products moving upmarket, with design debt to pay down before the next release.
AI & ML
AI features that have to survive an enterprise demo: uncertainty, corrections, audit trail, failure states.
Why teams run the sprint before funding the build
An AI feature is easy to demo and expensive to be wrong about. The sprint is built to find out which one you have.
- You are buying the decision
- Every sprint ends with go, pivot or stop against thresholds agreed on day one. A stop is a successful outcome: it is a quarter of engineering you did not spend on the wrong feature.
- Your customers, on their own tasks
- Five to eight of your customers use the prototype on real tasks. Internal prototypes get reviewed by the people who built them, which is where most AI features pick up their false confidence.
- The model gets measured
- Representative scenarios, failure modes, latency and unit cost, written down. Without a baseline, "it seemed to work in the demo" becomes the plan of record.
- Trust states ship with the feature
- Uncertainty, corrections, permissions, audit trail, error and empty states, disclosure. We have shipped these for products under HIPAA and financial compliance, and the EU AI Act phases its transparency duties in between 2025 and 2027, so disclosure is a design question now rather than later.
- One loop, no handoff
- Research, prototype and design happen together, so the prototype your users test is the design your engineers receive. No second discovery, no "now let's design it properly".
- Built by a team that has shipped 40+ B2B SaaS products
- In fintech, healthtech and AI, for companies that went on to raise $200M+. We know what an AI feature has to survive in an enterprise demo and a security review.












The tools behind how we design and ship.
From design and collaboration to development and analytics, we work with the tools modern product teams already use.
Design
Figma
After Effects
Lottie
Collaboration
Slack
Loom
Google Meet
Notion
Development context
React
Next.js
Tailwind
Storybook
Analytics and feedback
Posthog
Hotjar
What the work looks like.
Take your product beyond the interface.
From brand and website to development and launch, we can extend the work wherever your product needs to go next.
Website design
Get a website that explains the product clearly and supports business goals.
Framer development
Best for fast-moving product sites with motion and easy editing.
Brand identity
Make the product and company feel like one clear visual system.
Webflow development
Best for larger sites with deeper CMS and SEO needs.
Frontend design
Turn product UI into real interfaces with React, Next.js, and Tailwind.
Motion design
Explain complex flows with product animations, demos, and launch videos.
Frequently Asked Questions
Book a 30-min Discovery Call
No pitch decks, no pressure. A conversation about your product and how design can move it forward.
30 min
No commitment
Prefer email communication?
hello@masterly.digital

Free 30-minute intro call












