As a Business Intelligence AI Agent Engineer for Wayfair's Rugs category, I built the research and content pipeline a product marketer would use to size a trend, benchmark competitors, and ship on-brand content, then used it to deliver Wayfair's actual GTM narrative for the shag rug category.
Trend discovery, competitive benchmarking, and content production were three disconnected, manual workflows. Trends were spotted late, competitor pricing and assortment gaps went unmeasured, and turning either into publish-ready content took days. I built and operated a connected AI research pipeline to close that gap, then used it to produce Wayfair's actual market and competitive intelligence for the shag rug category.
Built an agent that scans Instagram, Pinterest, and industry blogs to surface emerging rug design trends automatically. Headline finding: shag is shedding its "70s retro" stigma and re-emerging as a premium "sensory wellness" category, with Luxury Cloud, Modern Playful, and Moroccan-Inspired shag as the fastest-moving micro-segments.
Orchestrated multi-retailer scrapers into one schema, benchmarking Wayfair against Amazon and Walmart on price, assortment, and ratings across 48 Wayfair, 6 Amazon, and 10 Walmart products to surface strategic whitespace.
Combined both reports into a single strategic read: Wayfair's premium pricing is earned, not just charged, and "washable" is the one conversion lever Amazon owns that Wayfair hasn't claimed.
Built an agent that ingests both reports and converts them directly into publish-ready marketing collateral in Wayfair's brand voice, then unified every output into one Category Intelligence Dashboard for the team.
Shag is growing at a 9.59% CAGR, on track from $62.9B to $130.6B by 2033, a category tailwind worth building assortment and content around now.
Wayfair's high-pile and faux-fur options hold 4.5–5 star ratings, proof that the $932 average price point against Amazon's $89 and Walmart's $51 reflects real quality, not just markup.
Washable shag is the single biggest unmet need in the category, and the one place Amazon's budget listings currently win the conversation Wayfair should be having.
| Attribute | Wayfair | Amazon | Walmart |
|---|---|---|---|
| Avg. price | $932.49 | $88.83 | $51.16 (lowest) |
| Price range | $15.99 – $6,150 (broadest) | $69 – $102 | $24.20 – $129.99 |
| Avg. rating | N/A in sample | 4.5 / 5 | 4.6 / 5 |
| Positioning | Design-led, mid-to-luxury, broad materials & styles | Practical, machine-washable, non-slip | Ultra-budget, high variety, frequent discounts |
Automated trend synthesis from Instagram, Pinterest, and industry blog signals, identifying the category's fastest-moving micro-segments.
Side-by-side benchmarking of Wayfair, Amazon, and Walmart on price, assortment, and ratings across 64 sampled products.
6 content ideas, 3 campaign concepts, a 3-part email nurture series, and 2 video scripts generated from a single intelligence pipeline run, in Wayfair's brand voice.
A unified, execution-ready view combining trend, competitor, and content-engine outputs for the Rugs category team.