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Decide Your AI Feature Before You Fund the Build

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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

Ocoord
Healthyverse
Gigs
Alterscope
HDX International
Duo Digital
Portfolio

Case Studies

A few of the products we've shaped.

How It Works

Three Weeks to a Decision

Research, prototyping and design run as one loop. The prototype your users test is the design.

Decision Brief

Days 1–2

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 the sprint includes

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.

Product design services

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.

Why Masterly

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.
Tools and workflow

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
Selected work

What the work looks like.

  • Light AI finance app — account overview and spending balance on mobile
  • PropScore AI property analysis app — instant investment scoring on mobile
  • Alterscope risk analytics dashboard — token scores, TVL and trend charts
  • Ocoord compliance platform website — hero built and shipped in Webflow
  • ASPN Labs marketing site — high-performance health landing pages and membership tiers
  • Light app spending screens — transaction list and category breakdown
  • PropScore marketing site — value proposition, trust logos and how-it-works sections
  • Alterscope dashboard on tablet — project scores table and risk monitoring

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.

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hello@masterly.digital

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