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Local Search & Reputation Management

AI-Powered Business Directory & Reputation Platform

Engineered an AI-driven local business directory covering 500+ US cities with reputation scoring, verified reviews, smart recommendations, and claimable profiles — delivering fast profile pages and lead generation for local businesses.

Client: InfoOkay
Timeline: 7 Weeks
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Primary Outcome
50,000+
Businesses Indexed
Next.jsNext.jsTypeScriptTypeScriptPostgreSQLPostgreSQLPrismaPrismaOpenAIClaudeClaudeGeminiGeminiVPSCloudflareCloudflareStripeStripeWebSocketAI Assistant
The Challenge

Legacy Bottlenecks & Technical Constraints

Consumers struggled to find trustworthy local service providers, while businesses lacked an AI-enhanced presence that combined reviews, reputation scores, and lead capture in one modern platform.

Existing directories offered static listings with little trust signals.
No AI-powered reputation scoring or smart recommendation engine.
Businesses needed claimable profiles optimized for local SEO.
Platform required high performance across thousands of city + category pages.
The Engineering Solution

Architectural Design & Implementation

Soft Clerk built a full AI business directory with real-time reputation scoring, AI-synthesized insights, claimable profiles, and lightning-fast static/dynamic hybrid pages.

AI reputation scoring engine combining review sentiment, volume, and freshness.
Claimable business profiles with contact details, offers, and review management.
Category + city taxonomy powering discovery across 500+ US cities.
Edge-optimized profile pages achieving near-perfect Core Web Vitals.
Lead capture and community activity feeds for ongoing engagement.
System Architecture & Data Pipeline

Engineered Technical Architecture

How data and execution flows through the system from edge ingestion to persistent storage.

Step 01

Search & Discovery

User enters service + city. AI ranking surface the best-matching businesses with reputation scores.

Step 02

Profile Evaluation

Visitor views AI-powered reputation summary, verified reviews, and business details.

Step 03

Connect & Convert

Direct contact, quote requests, or appointment booking flows capture high-intent leads.

Step 04

Review & Reputation Loop

Customers leave reviews; AI updates scores and feeds community activity in real time.

Technical Deep Dive

Key Engineering Obstacles & Solutions

Real technical challenges encountered during implementation and how our engineering team overcame them.

AI Reputation Scoring at Scale

The Engineering Hurdle

Processing hundreds of thousands of reviews into reliable, explainable scores without high latency.

The Engineered Solution

Implemented asynchronous scoring pipelines with caching and incremental updates so profile pages stay under 800 ms even with rich AI insights.

High-Performance Directory Pages

The Engineering Hurdle

Thousands of city × category combinations risked slow builds and poor Core Web Vitals.

The Engineered Solution

Hybrid static generation + on-demand ISR with aggressive edge caching, delivering 98/100 profile performance scores.

Execution Roadmap

Delivery Phases & Milestones

Structured milestone delivery ensuring total transparency and zero project drift.

Phase 1 (Weeks 1-2)

Data Model & Core Directory

  • Business, category, city, and review schemas
  • Search and filtering foundation
  • Basic profile pages
Phase 2 (Weeks 3-5)

AI Layer & Claimable Profiles

  • Reputation scoring and sentiment analysis
  • Business claim and verification flows
  • Lead capture and community activity
Phase 3 (Weeks 6-7)

Performance & Launch

  • Edge optimization and ISR strategy
  • SEO structured data and sitemaps
  • Production monitoring and handover

Core Technologies Deployed

Production technologies selected for high performance, zero technical debt, and enterprise scale.

Next.jsNext.jsTypeScriptTypeScriptPostgreSQLPostgreSQLPrismaPrismaOpenAIOpenAIClaude
The Results

Quantifiable Business & Engineering Outcomes

50,000+
Businesses Indexed

Verified and enriched local business profiles across the United States.

500+
Cities Covered

Major and secondary US cities with active directory coverage.

98/100
Profile Performance

Near-perfect Lighthouse scores on business profile pages.

InfoOkay’s AI reputation scores and clean profiles give our local clients a modern presence that actually converts searchers into calls.

Product Team
InfoOkay
Client IP & Deliverables
100% Code Ownership

Production Assets Handed Over

Full intellectual property transfer with zero proprietary vendor lock-in.

Complete Next.js + Prisma codebase
AI scoring pipeline and prompt library
Admin tools for business claims and moderation
Performance and SEO configuration documentation

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