Play 09 — AI Search Portal 🔎
Enterprise search with hybrid ranking, GPT synthesis, and faceted navigation.
A search experience combining keyword matching with semantic understanding. AI Search handles retrieval with custom scoring profiles, GPT-4o synthesizes results into readable summaries with citations.
Quick Start
cd solution-plays/09-ai-search-portal
az deployment group create -g $RG -f infra/main.bicep -p infra/parameters.json
code . # Use @builder for index schema, @reviewer for relevance audit, @tuner for scoringKey Metrics
- NDCG@10: ≥0.7 · Zero-result rate: <5% · Query latency p95: <500ms
DevKit
| Primitive | What It Does |
|---|---|
| 3 agents | Builder (index/search), Reviewer (relevance/access audit), Tuner (scoring/cost) |
| 3 skills | Deploy (128 lines), Evaluate (100 lines), Tune (104 lines) |
Architecture
Rendering diagram…
📐 Full architecture details — data flow, security architecture, scaling guide
Cost Estimate
| Service | Dev/PoC | Production | Enterprise |
|---|---|---|---|
| Azure AI Search | $75 (Basic) | $250 (Standard S1) | $1,000 (Standard S2) |
| App Service | $13 (B1) | $100 (P1v3) | $200 (P2v3) |
| Azure OpenAI | $40 (PAYG) | $250 (PAYG) | $1,000 (PTU Reserved) |
| Blob Storage | $2 (Hot LRS) | $20 (Hot LRS) | $60 (Hot GRS) |
| Azure Front Door | $0 (Not used) | $35 (Standard) | $100 (Premium) |
| Key Vault | $1 (Standard) | $3 (Standard) | $10 (Premium HSM) |
| Application Insights | $0 (Free) | $25 (Pay-per-GB) | $80 (Pay-per-GB) |
| Log Analytics | $0 (Free) | $15 (Pay-per-GB) | $50 (Commitment) |
| Total | $131/mo | $698/mo | $2,500/mo |
💰 Full cost breakdown — per-service SKUs, usage assumptions, optimization tips
📖 Full docs · 🌐 frootai.dev/solution-plays/09-ai-search-portal
FAI Manifest
| Field | Value |
|---|---|
| Play | 09-ai-search-portal |
| Version | 1.0.0 |
| Knowledge | R2-RAG-Architecture, F1-GenAI-Foundations |
| WAF Pillars | security, reliability, performance-efficiency, cost-optimization |
| Groundedness | ≥ 85% |
| Safety | 0 violations max |
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