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Case study / Bitcoin wallet security research site

WalletScrutiny

A redesign for a Bitcoin wallet security site built around a large and growing dataset. The work focused on making search, verdicts, and methodology easier to scan without flattening the evidence.

ThousandsWallets reviewed

The catalogue is large enough to need strong search and clear category grouping.

17 testsSecurity checks

Each verdict stays tied to a named test instead of a single opaque score.

Methodology-ledTrust

Review pages keep the explanation close to the result.

Development journey

From a useful list to a research interface built for a large wallet dataset.

WalletScrutiny was never short on information. The challenge was to present a rich, changing catalogue in a way that stayed readable as the site grew. The visual redesign was led by vswee; Flat18 later tightened the methodology wording and verdict language.

2020-07 / Foundation

The first modern redesign gave the site a front door.

The earliest work moved WalletScrutiny away from a utility feel and towards a branded landing page with a clearer hero, layout structure, and font choice. That was the first step in making the dataset feel deliberate rather than raw.

2020-07 to 2020-09 / Fill-out

The first redesign became usable across the site.

Search behaviour, category views, sidebar treatment, dark theme fixes, and mobile clean-up turned the concept into a site people could actually work through. The visual frame was set, then the interaction details made it hold together.

2023-04 to 2023-06 / Full redesign

The homepage became a dashboard for a large dataset.

A second, larger redesign added dedicated homepage modules, wallet groupings, stronger typography, and imagery that made the catalogue scale visible without making the first screen feel heavy.

2023-06 to 2023-08 / Refinement

Search and density were tuned for real use.

Shared search logic, platform filtering, persistent ordering, and tighter spacing kept the interface usable as the catalogue grew. The goal was not more decoration. It was easier scanning.

2024-08 / Editorial cleanup

Methodology wording got tighter, not louder.

Flat18’s later contribution was mainly editorial: clarifying verdict language and explaining obfuscated states more carefully without changing the visual frame.

Product surfaces

Designed around the moments where a dense dataset becomes hard to read.

Each surface does one job: help the reader scan faster, stay in context, and move from summary to evidence without losing the thread.

Homepage

Make the first screen work like a dashboard.

The home page now gives readers counts, category breakdowns, and search context before they start drilling into individual wallets.

Search

Keep filters visible as the dataset grows.

Search and category controls sit close to the content, which makes broad browsing less tiring and more deliberate.

Review pages

Put the method next to the result.

The Mycelium review page shows security context, methodology, and evidence together, which makes the verdict easier to trust.

Foundation

Start with a clear front door.

The earliest redesign gave the site a branded entry point before the later dashboard work added more depth and structure.

Early directory
Search and filters
Dashboard home
Review detail

Who shaped the redesign

vswee drove the visual redesign across the early and larger rebuilds. Flat18’s later contribution was mainly editorial: tightening methodology wording and making the verdict language easier to read.

LiveDiagnosis: a large dataset needed a clearer front doorSolution: dashboard-style hierarchy with explanation close to the verdictOutcome: faster scanning without losing evidence

WalletScrutiny needed to feel like a serious research product, not a long list of wallet names. Flat18 helped shape the later presentation so people can move from summary to evidence without losing confidence in what they are reading.

Problem found

The site had more evidence than the first screen could comfortably explain, especially once the catalogue started to grow.

Flat18 diagnosis

Homepage hierarchy, search context, and review-page structure needed to do more of the work than a simple list ever could.

Solution shipped

Wallet lists, category breakdowns, verdict labels, and methodology links were reorganised around the dataset instead of around a marketing message.

Customer value

Readers can scan faster and still move into the detail when they need it, which is the point of the site.

What Flat18 handled

  • Reframed the home page around counts, search, and categories
  • Kept verdicts tied to named tests and methodology, not a single score
  • Tuned spacing and density so long lists stayed readable on desktop and mobile
  • Clarified late methodology wording without changing the layout frame

Key ideas

Search UXInformation designVerdict languageData densityBitcoin security

Need a data-heavy site to read more clearly?

Flat18 can help shape the hierarchy, wording, and interaction model so a large catalogue still feels trustworthy.

Tell us what you want to build

Share the goal, deadline and current state. We will reply with the best route and next step.

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