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AI-Powered Search & Optimization Platform

Agent-ready commerce intelligence — brand visibility in LLM answers, structured discovery, and frictionless agent journeys.

AI-Powered Search & Optimization Platform

Overview

Project snapshot

Agent-ready commerce intelligence — brand visibility in LLM answers, structured discovery, and frictionless agent journeys.

AI-Powered Search & Optimization Platform — project overview
AI-Powered Search & Optimization Platform — challenge

Challenge

What we were solving

As AI agents browse and buy on behalf of users, traditional SEO dashboards miss silent failures: blocked agent traffic, broken checkout selectors, weak entity signals, and unknown competitor citations across ChatGPT-class surfaces. Teams lacked a single system to monitor, diagnose, and prioritize fixes with engineering-ready specs.

Our solution

How we approached it

We engineered a full-stack platform combining LLM and RAG pipelines for insight generation, vector-backed retrieval for large crawl and citation corpora, and automated agent-browser test harnesses that score discoverability and transactional flows. Dashboards track brand mentions and competitive share of voice; audits output prioritized action cards (schema, selectors, auth blocks) tied to revenue impact narratives for leadership.

AI-Powered Search & Optimization Platform — solution
AI-Powered Search & Optimization Platform — outcomes

Results

Outcomes and tech stack

  • Unified visibility into how AI systems cite and recommend the brand versus competitors
  • Technical friction audits with reproducible agent runs — not guesswork from human-only crawls
  • Structured data, entity signals, and llms.txt-style surfaces aligned to answer-engine optimization
  • Backlog-friendly outputs so engineering can ship fixes in sprint-sized increments

Tech stack

Node.jsPythonLLM APIsRAGVector databasePlaywright / agent testingMongoDBPostgreSQLAWS

Start the conversation

Tell us what you are building

Share your goals in one short form. Typical first release is 4–6 weeks. We reply within 24 hours and set up a 20-minute call from there.

20-minute strategy call

Tell us what you are building

Name, email, and a short note. We reply within 24 hours and set up the call.

Build with Mansoori Technologies

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Whether you're launching a new SaaS, adding AI agents, or modernizing existing systems, we can help you move from idea to production fast.