Intelligent Comparisons
for Better Selections

Stop guessing. Use our pipeline to automatically gather, format, and compare product specifications side-by-side. Get clear, scored outcomes based on what matters to you.

New Comparison

No category

Names anchor the research. URLs are optional evidence for price, image, or retailer-specific details.

The Collector agent auto-generates category-specific fields; no config needed.

Deep Research ModePRO

Engage an agentic research loop for technical deep-dives.

How the pipeline works

01

DetailsCollector

Canonicalizes your category and generates a field blueprint of required and optional attributes for that product type.

✓ SKIP: Category cached → 0 LLM calls
02

DataFetcher

Cleans the page with Jina, runs the HTML scraper, then calls an LLM only for fields the scraper missed.

✓ SKIP: Full cache hit → skipped entirely
03

SearchAgent

Runs a DDG query per gap, reads snippets, and heals the data before it ever reaches the comparison table.

✓ SKIP: Skipped if Fetcher filled all fields
04

Comparator

Sufficiency check + scored narrative with a structured recommendation and per-criterion scoring.

✓ SKIP: Cannot be skipped (2 LLM calls minimum)

Engineered with Persistent Intelligence

🧠

Self-Evolving Blueprints

The engine learns as it goes. Discovered technical fields are automatically cataloged, ensuring every future comparison is deeper than the last.

⚡

Dynamic Personalization

Context-aware requirement promotion. The system dynamically upgrades optional fields to required based on your specific intent and constraints.

🌐

Global Spec Sync

Persistent intelligence across sessions. Pro-tier agentic research results are synced to the global cache, de-risking decisions for everyone.

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