Extractor
FreemiumLLM-powered competitive intelligence for e-commerce retailers
By Tanmay Verma, Founder · Last verified 03 Jul 2026
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Added 5d ago
77/100Safe BetIn short
Extractor — LLM-powered competitive intelligence for e-commerce retailers. Best for E-commerce competitive intelligence teams tracking pricing and promotions, Retail pricing analysts needing store-level price comparisons, Brand protection managers monitoring MAP violations across distributors. Free to start; paid plans from $149/mo.
Is Extractor actually worth it?
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Editorial Verdict
Best for
E-commerce competitive intelligence teams tracking pricing and promotionsRetail pricing analysts needing store-level price comparisonsBrand protection managers monitoring MAP violations across distributorsProduct managers analyzing competitor assortments and SEO gaps
Not ideal for
Developers needing an API-first extraction tool (no public API documented)Non-retail industries like real estate, travel, or lead generationSmall teams on a tight budget (free tier limited to 100 products)Users wanting a general-purpose web scraper without retail focus
A specialized tool for retail CI that delivers real-time pricing, MAP, and SEO insights. The AI-powered predictions and store-level granularity are standout features. Best for non-technical teams; developers may find the lack of API limiting.
Compare with: Extractor vs Reputation.com, Extractor vs Plausible Analytics, Extractor vs Klue
Last verified: July 2026
What independent users actually report about Extractor
We ran a structured research pass across product reviews, community discussions, and post-purchase forum threads to surface the patterns vendors won't publish themselves. Below: the recurring strengths, the hidden costs people mention most, and the cohort that consistently regrets adopting this tool.
81 mentions across 5 sources (Hacker News, Product Hunt, App Store, Stack Overflow, Lemmy).
12% positive88% critical
Recurring strengths
- +LLM-powered extraction adapts to varied page structures dynamically.
- +Store-level pricing and MAP violation alerts are uniquely detailed.
- +Product matching across retailers works for exact and similar SKUs.
- +Free tier includes up to 100 products for evaluation.
- +Integrations with Slack and priority email support on paid plans.
Recurring frustrations
- −Almost no community feedback to verify claimed features.
- −App Store reviews (for different app) report excessive ads and crashes.
- −Pricing complaints about forced subscription after one-time purchase.
- −Google Drive integration failed with 'inappropriate information' error.
- −Confusing to use, according to one user review.
Patterns worth knowing
Extractor name clashes with unrelated apps, drowning out feedback
Seen on Hacker News, App Store, Product Hunt
App Store reviews show a different extractor app with ads and crashes
Seen on App Store
Stack Overflow discussions focus on Google's Document AI, not this tool
Seen on Stack Overflow
Learning curve
beginnerProductive in ~A few hours
Hidden costs people mention
- • No mention of overage fees if product limit exceeded.
- • Possible per-fetch credit costs not clearly defined.
Viability Score
77/100
Safe BetHow likely is Extractor to still be operational in 12 months? Based on 4 signals — momentum (how recently it shipped), wrapper dependency, revenue model, and web presence.
momentum
55
funding runway
80
website health
90
wrapper dependency
100
Last calculated: July 2026
How we score →Key Features
- Pricing intelligence with store-level tracking
- MAP violation detection with instant alerts
- Product matching (exact SKU and similar) across retailers
- SEO intelligence: keyword gap analysis and competitor performance
- Sales data and analytics (Pro plan)
- Marketing email and social campaign monitoring
- Price history charts and AI-driven next-move predictions
- Automated competitor product discovery
- Slack integration (Pro plan)
- Priority email support (Starter and Pro)
- Custom data exports (Custom plan)
- AI-powered competitor insights across tiers
- Web data extraction using large language models
About Extractor
FreemiumIntermediateNo APIWeb
Lightfeed's Extractor uses large language models to robustly extract structured web data for retail competitive intelligence. Designed for modern retailers, e-commerce brands, and CI teams, it automatically tracks pricing shifts, MAP violations, product assortments, and SEO opportunities across retailer chains and store locations. The platform monitors competitors in real time, alerts users to changes, and provides historical price trends with AI-driven next-move predictions. Key features include pricing intelligence with store-level tracking, MAP violation detection with instant alerts, product matching (exact and similar) across retailers, SEO intelligence for keyword gap analysis, and marketing email/social campaign monitoring. The AI-powered product discovery automatically populates competitor products, while the Pro plan adds sales data analytics and Slack integration. Extractor offers four tiers: a free plan for up to 100 products, Starter at $149/mo (1,000 products), Pro at $349/mo (5,000 products), and a Custom plan for unlimited products with dedicated support. Credits are consumed per data fetch, with each tier providing a generous allowance. The platform integrates with Slack (Pro) and supports custom integrations on the Custom plan. Compared to general web scraping tools like Octoparse or Diffbot, Lightfeed's Extractor is purpose-built for retail competitive intelligence. Its AI-driven insights, MAP monitoring, and marketing email tracking combine data extraction with analytics and alerts in a single dashboard, reducing the need for multiple tools. However, the lack of a public API and limited integrations may deter technical teams seeking developer-first solutions.
Behind the Verdict
Lightfeed's Extractor is a sharp, focused tool for retail competitive intelligence. Its LLM-powered extraction goes beyond simple scraping—it interprets page content, matches SKUs, and predicts price moves based on historical patterns. The dashboard is clean and actionable, with clear views of product matches, MAP violations, and SEO gaps. When to pick this: e-commerce teams that need store-level pricing intelligence without building a scraper. The AI-generated next-move predictions are unique and useful for pricing strategy. The free tier lets you test with up to 100 products. When to pass: if you need a general-purpose web scraper, API-first integration, or support for non-retail industries. The lack of a documented API makes it harder to embed into custom pipelines. Also, if your competitive set is small or you don't need real-time monitoring, a simpler tool may suffice. Compared to Price2Spy or Prisync, Lightfeed offers more granular store-level data and AI predictions. But those tools have broader integration ecosystems. Extractor's strength is its LLM-based product matching and marketing email tracking—features not common in competitors. Real-world caveat: credits are consumed per data fetch, so heavy monitoring may require a higher plan. The Starter plan's 1,000 product limit may be tight for large catalogs. Sales data is only in Pro, so budget-constrained teams may miss deeper analytics. Overall, a strong pick for retail CI specialists who value AI-driven insights over raw data access. The clear pricing and free tier lower the barrier to evaluation.
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Use Cases
- Monitor competitor price changes across multiple store locations and get alerts on second cuts.
- Detect MAP violations automatically across a distribution network of 38+ retailers.
- Match your product SKUs to exact and similar competitor products at scale.
- Analyze keyword gaps and discover winning SEO opportunities compared to top competitors.
- Track promotional cadence and marketing campaigns from competitor newsletters and social media.
Limitations
- The free tier is limited to 100 products and 3,500 credits per month.
- Higher tiers require monthly subscriptions.
- No API is available for programmatic access, and the tool is primarily web-based with no mobile or desktop apps.
12-month cost
Project the real annual outlay, including the implied monthly cost when only an annual tier is published.
Annual total
Free
Over 12 months
Effective monthly
Free
Billed monthly
Vendor list price only. Add-on usage, seat overages, and contract minimums are surfaced under Hidden costs & gotchas.
Integrations
Resources & Guides
Frequently Asked Questions
Tools that pair well with Extractor
Common stack mates teams adopt alongside Extractor, with the specific reason each pairing earns its keep.
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