Case Study

Executive Summary

futr brings credible AI companies, curated news, and podcasts together so people can discover, compare, and act in minutes. Instead of hopping across tabs and search engines, users filter by category, open clear profiles, and go straight to Book Meeting or Free trial.

The Challenges: Why We Built This

• Scattered discovery: Buyers had to search multiple platforms to shortlist tools.
• Signal vs noise: Teams wanted curated, trustworthy picks—not endless feeds.
• Conversion gap: Companies needed a simple way to be featured and turn visibility into credible first conversations (without big campaigns).

The Solution: Our Approach

A focused directory for exploring AI companies with helpful context (news, podcasts). Users browse top picks, filter by categories that match their needs, open profiles that answer buyer questions, and convert with Book Meeting or Free trial—no detours, no heavy funnels.

Key Features

• Home Feed: Featured “AI Showcase” companies, regular company cards, curated AI news, and podcasts.
• AI Companies Directory: Search + category/tag filters, follow; quick actions (Book Meeting, Free trial) from cards.
• Company Profiles: Overview, ideal customers, use cases, standout features, social links, intro video, Book Meeting (Calendly), demo video, company insights.
• Get Featured: Companies request a feature; after approval, they complete their profile details.
• Claim Profile: If an admin-created profile exists, rightful owners submit a claim (name, work email, verification doc). On approval, ownership transfers and the company manages its page.
• Share Anywhere: One-click share of company profiles, news, and podcasts via link, email, or social to bring teammates into the decision.
• Quality Review: A reviewer-led check keeps standards high and language approachable.

User Journey: End-to-End Flow

Visit Home: Scan featured and standard company cards plus select news & podcasts (curated, not personalized).

Filter & Search: Narrow by category/tags to shortlist relevant AI companies fast.

Explore a Company: See intro, site/social, follower count, videos (intro/demo), use cases, then Book Meeting / Free trial.

Share: Copy a link or use built-in share to send a company, news, or podcast to teammates.

For AI Companies — Get Featured: Submit request → reviewer approval → add logo, bio, CTAs, videos.

For AI Companies — Claim Profile: Click Claim → submit details + verification doc → reviewer approves → ownership granted.

How We Delivered in 8 Weeks (AI-Accelerated Build)

• Documentation before code: ERD, state machines, API contracts, roles, acceptance tests—then generated scaffolds against the spec.
• Design → Code (Figma Animapp): Built components in Figma, exported starter code to skip boilerplate and keep design–dev parity.
• Page scaffolds & logic (Claude): Wrote layouts and business rules in plain English; Claude produced responsive shells and clean functions.
• CI/CD with ChatGPT-5: Prompted exact constraints to generate GitHub Actions, env rules, and rollback scripts in hours, not days.
• Reusable UI system: Tailwind + in-house component kit (atoms → molecules → organisms); assemble, don’t rebuild.
• API-first contracts: Locked request/response shapes and generated clients so FE/BE shipped in parallel.

Technical Implementation (Owner’s View)

Frontend: Next.js + Tailwind; responsive cards; lightweight embeds for podcast/video.
Backend & Data: REST APIs for companies, follows, curated content; role-aware endpoints for reviewer actions; webhook support for calendar/meeting links.
Auth & Access: Firebase Auth for sessions; reviewer role for approvals (kept user-friendly in copy).
Integrations: Calendly (First call) jump-out links; YouTube embeds for podcasts and company intro/demo videos; curated news sources reviewed before appearing.
Operations: Reviewer queue, activity logs, and error-budget alerts for embeds.
Company Content Model: Company details, People, Products, Metrics, Finance, CTAs, Media Embeds (intro video, first-call video, demo video). Book a meeting and a free trial.
Claim Profile Workflow: Review claim request; secure upload for verification docs; website-domain checks, LinkedIn profile (optional), conflict handling; ownership transfer on approval; document-retention policy (limited-time storage).
Share Links: Canonical URLs with UTM parameters; copy-to-clipboard and share intents (email/social).

Business Model / Operations

• Listing & Featuring: Free directory presence; featured placement via request + approval (keeps quality bar high).
• Value Moments: Companies convert traffic into First calls and Free trials from profile CTAs.
• Ops Hygiene: Clear SLAs for Get Featured and Claim Profile approvals; reviewer playbook for verification criteria (email domain, supporting docs).

Success Metrics: Measuring What Matters

Discovery: Featured impressions per company; company-card CTR from Home/Directory.
Engagement: Click-through to First call and Free trial; video play starts/completions on intro/demo.
Quality: Approval rate & avg. time-to-approve for Get Featured; report rate (kept low).
Growth: New companies approved/week; returning user rate; directory search volume.
Ownership: Claim-Profile success rate; avg. time-to-ownership transfer; reduction in duplicate profiles.

Dashboards split by Buyer (discovery/engagement) and Seller (ownership/feature velocity) ensure both sides of the marketplace improve together.

Competitive Advantage

• High-signal home: A curated “AI Showcase” feed (vs generic personalization) surfaces quality early.
• Action-first profiles: Built-in First call and Free trial CTAs shorten the path from interest to conversation.
• Trust & control: Reviewer checks and Claim Profile build credibility and keep data accurate.
• Lean, extensible model: Focused schema (company info + CTAs + videos) ships updates fast.
• Viral loops: One-click sharing spreads credible profiles and content inside buyer teams.

Overcoming Challenges

• Quality at scale: Lightweight approval queue prevents spam without slowing good actors.
• No personalization (yet): Home Feed framed as curated mix; personalization moves to roadmap once signals mature.
• CTA reliability: Booking/trial links validated during approval to reduce dead-link drop-offs.
• Fraud claims: Email-domain checks, required verification docs, audit logs.
• Conflicts: Evidence requirements and an escalation path for disputed ownership.

Conclusion / Next

Now: A credible, curated directory with category filters and fast paths to Book Meeting and Free trial—no more multi-tab tool hunts.
Next: Interest-based personalization, deeper analytics for companies, and richer verification signals to streamline Claim Profile even further.