You pick the videos. We hand back the product intel.

Q: What does it cost?

€400 advance for discovery and aggregated stats, then €1,600 to download the detailed dataset. VAT where applicable. Up to 50 videos per batch. No retainer, no call required.

Products mentioned, praise, issues, improvements, pulled from every YouTube review you choose, delivered as clean rows.

Order a batch → How it works →

01 · The deliverable

A dataset. Not a deck, not a dashboard.

Send us a brand, a category, or a list of videos. We come back with a structured dataset of product findings you can open, filter, and integrate on your terms into your own stack. The samples below are real outputs from our pipeline. They have the following structure: echoloom_sample_meta.csv

Peak Design 3 products · 5 videos · 88 findings · echoloom_peakdesign_sample.csv

20L travel backpack 1 video · 19 findings · 12 praise · 7 issues

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brand	product_id	product	type	finding	finding_category	confidence
Peak Design	travel-backpack-20l	20L travel backpack	praise	Beautiful interior materials including creamy ripstop nylon	Build Quality & Durability	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Clean 5L expansion implementation	Organization & Capacity	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Comfortable padded top handle with nice webbing	Carry Comfort	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Excellent self-standing due to padding and flat bottom	Build Quality & Durability	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Excellent warranty that is actually honored	Value	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Innovative hypalon anti-theft zipper lock mechanism	Usability & Mechanisms	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Phenomenal tech compartment with false bottom laptop protection	Camera & Gear Protection	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Polycarbonate coating provides peel-free weather resistance	Build Quality & Durability	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Premium 400D polycarbonate Cordura nylon construction	Build Quality & Durability	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Shoulder strap swivels improve comfort and movement	Carry Comfort	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Sleek professional look maintained whether empty or full	Design & Aesthetics	high
Peak Design	travel-backpack-20l	20L travel backpack	praise	Unique magnetic strap stowage reduces dangle	Usability & Mechanisms	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	'Travel bag' naming feels misleading for 15-20L size	Versatility & Ecosystem	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	Back pocket behind laptop compartment very tight when loaded	Organization & Capacity	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	Cannot fit larger water bottles like 1L Yeti	Organization & Capacity	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	Internal water bottle pocket unusable when fully packed	Organization & Capacity	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	No top pocket on the side	Organization & Capacity	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	PU-coated zippers may peel in sun and humidity	Build Quality & Durability	high
Peak Design	travel-backpack-20l	20L travel backpack	issue	Top pocket too small for large over-ear headphones	Organization & Capacity	high

2-in-1 40L travel backpack 3 videos · 51 findings · 30 praise · 20 issues · 1 improvement

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brand	product_id	product	type	finding	finding_category	confidence
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	2-in-1 concept fills unique gap, though not for everyone	Versatility & Ecosystem	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Anti-theft zipper interlocking feature well designed	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Anti-theft zipper interlocking feature well designed	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Clean, cohesive aesthetic when zipped together	Design & Aesthetics	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Clean, cohesive aesthetic when zipped together	Design & Aesthetics	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Comfortable harness even fully loaded without sternum strap or hip belt	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Daypack has a cool, aggressive aesthetic	Design & Aesthetics	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Durable water-resistant 330D recycled nylon canvas with 900D bottom	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Durable water-resistant 330D recycled nylon canvas with 900D bottom	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Excellent build quality and materials	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Excellent lifetime warranty that is actually honored	Value	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Excellent weather-resistant Terra Shell fabric	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Full clamshell opening makes packing easy	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	High-visibility gray lining helps see contents	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Improved shoulder strap comfort over previous PD travel bags	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Large false bottom protects laptop from drops	Camera & Gear Protection	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Luggage pass-through well implemented	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Luggage pass-through well implemented	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Magnetic shoulder straps ease overhead bin stowing	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Quick access pocket with key leash is convenient	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Removable hip belt allows customization	Versatility & Ecosystem	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Two laptop compartments across the system	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Ultra zips extremely durable even when overstuffed	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Versatile 2-in-1 system provides great travel flexibility	Versatility & Ecosystem	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Versatile 2-in-1 system provides great travel flexibility	Versatility & Ecosystem	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Water bottle pockets accommodate large and wide bottles	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Water bottle pockets accommodate large and wide bottles	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Well-contoured shoulder straps with magnetic strap keepers	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	World-class materials and warranty justify the price	Value	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	praise	Zipper connection between two bags works very well	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Cannot fully pack travel bag and still attach daypack	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Combined bag is front-heavy and won't stand up	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Daypack capacity closer to 10-12L than claimed 15L	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Daypack loses ~8L usable capacity when attached	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Daypack too large to qualify as personal item on many airlines	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Daypack top handle lacks padding, uncomfortable to hold	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Extremely bulky and tank-like when bags are combined	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Extremely bulky and tank-like when bags are combined	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Front pocket items get smashed when daypack is attached	Camera & Gear Protection	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Heavy at over 5 lbs combined	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Heavy at over 5 lbs combined	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Hip belt stowaway system awkward when bag is packed	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Main bag usable space is 30-33L, closer to 30L than 35L	Organization & Capacity	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Material shows scuffs after being checked as luggage	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	No load lifters on shoulder straps	Carry Comfort	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Overly complicated user experience	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	PU-coated zippers may degrade over time	Build Quality & Durability	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Padding makes pockets stiff and difficult to access	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Reattaching the two bags is not always smooth	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	issue	Stashing shoulder straps behind back panel is a tight fit	Usability & Mechanisms	high
Peak Design	travel-backpack-2in1-40l	2-in-1 40L travel backpack	improvement	Water bottle pockets should be taller	Organization & Capacity	high

25L weekender travel bag 1 video · 18 findings · 11 praise · 6 issues · 1 improvement

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brand	product_id	product	type	finding	finding_category	confidence
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Abundant organization that stays out of the way when unused	Organization & Capacity	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Accordion fold bottom compresses flat for storage	Versatility & Ecosystem	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Clamshell opening provides great main compartment visibility	Organization & Capacity	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Comfortable padded top handles stand up for easy grabbing	Carry Comfort	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Interlocking zipper pulls add clever security	Usability & Mechanisms	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Proprietary zippers work well with weather resistance	Build Quality & Durability	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Sleek and professional appearance	Design & Aesthetics	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Sturdy recycled weatherproof material holds up well	Build Quality & Durability	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Subtle luggage pass-through unobtrusive when not in use	Versatility & Ecosystem	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Thin removable strap stores inside the bag	Versatility & Ecosystem	high
Peak Design	travel-weekender-25l	25L weekender travel bag	praise	Thin shoulder strap distributes weight well	Carry Comfort	high
Peak Design	travel-weekender-25l	25L weekender travel bag	issue	Exterior material develops fuzziness over time	Build Quality & Durability	high
Peak Design	travel-weekender-25l	25L weekender travel bag	issue	Heavy for its size at 2.76 lbs empty	Carry Comfort	high
Peak Design	travel-weekender-25l	25L weekender travel bag	issue	Laptop sleeve lacks false bottom, zipper teeth scrape devices	Camera & Gear Protection	high
Peak Design	travel-weekender-25l	25L weekender travel bag	issue	Shoulder strap slips on smaller frames	Carry Comfort	high
Peak Design	travel-weekender-25l	25L weekender travel bag	issue	TPU feet don't prevent ground contact when packed out	Build Quality & Durability	high
Peak Design	travel-weekender-25l	25L weekender travel bag	issue	Very difficult to close at advertised capacity	Usability & Mechanisms	high
Peak Design	travel-weekender-25l	25L weekender travel bag	improvement	Key leash located in hard-to-reach pocket	Organization & Capacity	high

3 products · 88 findings · 53 praise · 33 issues · 2 improvements · from real pipeline output

IKEA 15 products · 9 videos · 93 findings · echoloom_ikea_sample.csv

Cookware & tableware 1 product · 4 findings

Skäggtorsk frying pan 1 video · 4 findings · 2 praise · 2 issues

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	80614528	Skäggtorsk frying pan	praise	Induction-compatible with soft spring-like color	Function / Usability	high
IKEA	80614528	Skäggtorsk frying pan	praise	PFAS-free ceramic coating	Sustainability	high
IKEA	80614528	Skäggtorsk frying pan	issue	Ceramic coating durability concern	Durability / Quality	high
IKEA	80614528	Skäggtorsk frying pan	issue	Heavy feel with hard-to-grip wire handle	Function / Usability	high

Decoration 1 product · 4 findings

Kandlenöt mirror 1 video · 4 findings · 3 praise · 1 issue

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	30611018	Kandlenöt mirror	praise	Designer-inspired look at a fraction of the cost	Value	medium
IKEA	30611018	Kandlenöt mirror	praise	Rattan element versatile across many design styles	Design / Appearance	medium
IKEA	30611018	Kandlenöt mirror	praise	Reminiscent of expensive Soho Home aesthetic	Design / Appearance	medium
IKEA	30611018	Kandlenöt mirror	issue	Small size looks too boho, a fading trend	Design / Appearance	medium

Desks & desk chairs 2 products · 17 findings

Brännboll inflatable gaming lounge chair 1 video · 5 findings · 3 praise · 2 issues

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	30587688	Brännboll inflatable gaming lounge chair	praise	Rated 8 out of 10 overall	Value	high
IKEA	30587688	Brännboll inflatable gaming lounge chair	praise	Surprisingly comfortable, doesn't feel like a blowup chair	Comfort	high
IKEA	30587688	Brännboll inflatable gaming lounge chair	praise	Unique, playful, and functional design	Design / Appearance	high
IKEA	30587688	Brännboll inflatable gaming lounge chair	issue	Puncture risk from sharp objects like keys	Durability / Quality	high
IKEA	30587688	Brännboll inflatable gaming lounge chair	issue	Unappealing color	Design / Appearance	high

Mittzon desk sit/stand 1 video · 12 findings · 7 praise · 4 issues · 1 improvement

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	89526122	Mittzon desk sit/stand	praise	Built-in power outlet strip very useful	Function / Usability	high
IKEA	89526122	Mittzon desk sit/stand	praise	Good variety of sizes and color options	Design / Appearance	high
IKEA	89526122	Mittzon desk sit/stand	praise	Smooth, responsive height adjustment with memory buttons	Function / Usability	high
IKEA	89526122	Mittzon desk sit/stand	praise	Standing option improves workflow without friction	Function / Usability	high
IKEA	89526122	Mittzon desk sit/stand	praise	Sturdy, stable build with strong metal legs	Durability / Quality	high
IKEA	89526122	Mittzon desk sit/stand	praise	Useful under-desk hooks reduce surface clutter	Function / Usability	high
IKEA	89526122	Mittzon desk sit/stand	praise	Well-designed cable management system	Function / Usability	high
IKEA	89526122	Mittzon desk sit/stand	issue	Black height-adjustment cable clashes with white desk	Design / Appearance	high
IKEA	89526122	Mittzon desk sit/stand	issue	Control panel occasionally gets blocked/stuck	Function / Usability	high
IKEA	89526122	Mittzon desk sit/stand	issue	Metal support beam hits knees when sitting	Comfort	high
IKEA	89526122	Mittzon desk sit/stand	issue	Tabletop marks easily and is hard to clean	Durability / Quality	high
IKEA	89526122	Mittzon desk sit/stand	improvement	Built-in power strip lacks USB-C ports	Function / Usability	high

Lighting 3 products · 21 findings

Alpstuga air quality sensor 2 videos · 12 findings · 8 praise · 4 issues

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	50604187	Alpstuga air quality sensor	praise	Compact modern design with nice font	Design / Appearance	high
IKEA	50604187	Alpstuga air quality sensor	praise	Compact modern design with nice font	Design / Appearance	high
IKEA	50604187	Alpstuga air quality sensor	praise	Easy integration with Apple Home, Google, and Home Assistant	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	praise	Great smart home integration potential	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	praise	Great value at €29 with Matter/Thread support	Value	high
IKEA	50604187	Alpstuga air quality sensor	praise	Matter codes engraved on device so they can't be lost	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	praise	Measures multiple air quality metrics with smart alerts	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	praise	Welcome upgrade from Zigbee to Matter/Thread	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	issue	Cheap plastic build quality noticeable	Durability / Quality	high
IKEA	50604187	Alpstuga air quality sensor	issue	Display hard to read under bright lighting	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	issue	No USB-C cable or power adapter included	Function / Usability	high
IKEA	50604187	Alpstuga air quality sensor	issue	No USB-C cable or power adapter included	Function / Usability	high

Kajplats led bulb e27 470 lumen 1 video · 5 findings · 5 praise

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	611307	Kajplats led bulb e27 470 lumen	praise	Extremely lightweight compared to older Zigbee bulbs	Design / Appearance	high
IKEA	611307	Kajplats led bulb e27 470 lumen	praise	Matter enables multi-platform use across multiple systems simultaneously	Function / Usability	high
IKEA	611307	Kajplats led bulb e27 470 lumen	praise	Very attractive price, competitive against Philips Hue	Value	high
IKEA	611307	Kajplats led bulb e27 470 lumen	praise	Very easy and fast setup via smart home apps	Function / Usability	high
IKEA	611307	Kajplats led bulb e27 470 lumen	praise	Wide color temperature range with many options	Function / Usability	high

Vindkraft table lamp 2 videos · 4 findings · 4 praise

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	20492803	Vindkraft table lamp	praise	Extremely versatile across many design styles	Design / Appearance	high
IKEA	20492803	Vindkraft table lamp	praise	Stainless steel detail offers affordable on-trend chrome look	Design / Appearance	high
IKEA	20492803	Vindkraft table lamp	praise	Unique sculptural design with handmade paper pulp look	Design / Appearance	high
IKEA	20492803	Vindkraft table lamp	praise	Unique sculptural design with handmade paper pulp look	Design / Appearance	high

Smart home 1 product · 6 findings

Dirigera hub for smart products 1 video · 6 findings · 4 praise · 2 issues

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	50503414	Dirigera hub for smart products	praise	Clean minimal design with no visible logos	Design / Appearance	medium
IKEA	50503414	Dirigera hub for smart products	praise	Matter compatible, no IKEA hub required	Function / Usability	medium
IKEA	50503414	Dirigera hub for smart products	praise	Uses convenient regular batteries, not coin cells	Function / Usability	medium
IKEA	50503414	Dirigera hub for smart products	praise	Very affordable compared to other brands	Value	medium
IKEA	50503414	Dirigera hub for smart products	issue	Matter compatibility confusing across hub types	Function / Usability	medium
IKEA	50503414	Dirigera hub for smart products	issue	Smart bulbs and plugs unavailable in Japan	Function / Usability	medium

Sofas & armchairs 4 products · 27 findings

Eskilstuna 2-seat sofa 1 video · 14 findings · 8 praise · 6 issues

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Easy assembly, comes almost fully assembled	Assembly	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Excellent adjustable headrests with great neck support	Comfort	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Fits small spaces despite seating three people	Function / Usability	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Highly versatile: room divider, footrest, extra seating	Function / Usability	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Included pillows are comfortable, removable, and washable	Durability / Quality	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Modern, great-looking appearance	Design / Appearance	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Very comfortable soft seating	Comfort	high
IKEA	19520185	Eskilstuna 2-seat sofa	praise	Works surprisingly well for occasional sleeping	Function / Usability	high
IKEA	19520185	Eskilstuna 2-seat sofa	issue	Fragile area when fully open; unsafe for kids jumping	Safety	high
IKEA	19520185	Eskilstuna 2-seat sofa	issue	Limited sleeping length for adults over 160 cm	Function / Usability	high
IKEA	19520185	Eskilstuna 2-seat sofa	issue	Not cheap relative to seating capacity	Value	high
IKEA	19520185	Eskilstuna 2-seat sofa	issue	Pets risk being trapped under open chaise longue	Safety	high
IKEA	19520185	Eskilstuna 2-seat sofa	issue	Sofa slides when click mechanism not fully engaged	Function / Usability	high
IKEA	19520185	Eskilstuna 2-seat sofa	issue	Uncomfortable soft zone below lumbar pillows if mispositioned	Comfort	high

Fridhult sofa-bed 1 video · 4 findings · 1 praise · 3 issues

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	70351725	Fridhult sofa-bed	praise	Nice color options	Design / Appearance	medium
IKEA	70351725	Fridhult sofa-bed	issue	Design doesn't justify the discomfort	Value	medium
IKEA	70351725	Fridhult sofa-bed	issue	Middle seam uncomfortable when laid flat	Comfort	medium
IKEA	70351725	Fridhult sofa-bed	issue	Yellow-toned wood looks cheap	Design / Appearance	medium

Jättebo 4,5-seat modular sofa 1 video · 4 findings · 4 praise

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	39607719	Jättebo 4,5-seat modular sofa	praise	Excellent value for style and practicality	Value	high
IKEA	39607719	Jättebo 4,5-seat modular sofa	praise	Modular reconfigurable design with hidden storage	Function / Usability	high
IKEA	39607719	Jättebo 4,5-seat modular sofa	praise	Stylish sculptural silhouette suits multiple styles	Design / Appearance	high
IKEA	39607719	Jättebo 4,5-seat modular sofa	praise	Very comfortable seating	Comfort	high

Stockholm 2025 sofa 1 video · 5 findings · 4 praise · 1 issue

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	90586092	Stockholm 2025 sofa	praise	Best balance of comfort, design, and price	Value	medium
IKEA	90586092	Stockholm 2025 sofa	praise	Cotton linen blend adds real texture	Design / Appearance	medium
IKEA	90586092	Stockholm 2025 sofa	praise	Legs make room feel more open	Design / Appearance	medium
IKEA	90586092	Stockholm 2025 sofa	praise	Lovely silhouette at a great price	Value	medium
IKEA	90586092	Stockholm 2025 sofa	issue	Fabric feels cheap with durability concerns	Durability / Quality	medium

Storage & organisation 3 products · 14 findings

Platsa storage combination 1 video · 4 findings · 3 praise · 1 issue

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	19252125	Platsa storage combination	praise	Flexible and reconfigurable units	Function / Usability	high
IKEA	19252125	Platsa storage combination	praise	Incredibly easy tool-free assembly	Assembly	high
IKEA	19252125	Platsa storage combination	praise	Sturdier than Besta	Durability / Quality	high
IKEA	19252125	Platsa storage combination	issue	Slightly more limited configuration than Besta	Function / Usability	high

Somrig remote control 1 video · 5 findings · 4 praise · 1 issue

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	50560334	Somrig remote control	praise	Built-in magnet enables flexible mounting	Design / Appearance	high
IKEA	50560334	Somrig remote control	praise	Reviewer happy with purchase overall	Value	high
IKEA	50560334	Somrig remote control	praise	Supports color change and dimming despite small size	Function / Usability	high
IKEA	50560334	Somrig remote control	praise	Uses convenient AAA batteries instead of coin cells	Function / Usability	high
IKEA	50560334	Somrig remote control	issue	Slightly less intuitive than old TRÅDFRI remote	Function / Usability	high

Vattensten led lighting strip 1 video · 5 findings · 5 praise

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brand	product_id	product	type	finding	finding_category	confidence
IKEA	20530598	Vattensten led lighting strip	praise	Good length and value for price	Value	medium
IKEA	20530598	Vattensten led lighting strip	praise	Practical for nighttime navigation	Function / Usability	medium
IKEA	20530598	Vattensten led lighting strip	praise	Smoother glow than older version	Design / Appearance	medium
IKEA	20530598	Vattensten led lighting strip	praise	Thinner strip easy to hide	Design / Appearance	medium
IKEA	20530598	Vattensten led lighting strip	praise	Three brightness levels with mounting clips	Function / Usability	medium

15 products · 93 findings · 65 praise · 27 issues · 1 improvement · from real pipeline output Download sample CSV

iRobot 4 products · 8 videos · 81 findings · echoloom_irobot_sample.csv

Roomba 105 combo robot 1 video · 23 findings · 5 praise · 15 issues · 3 improvements

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brand	product_id	product	type	finding	finding_category	confidence
iRobot	Y314020	Roomba 105 combo robot	praise	Bags last a long time	Maintenance	medium
iRobot	Y314020	Roomba 105 combo robot	praise	Decent deep cleaning performance	Cleaning Performance	medium
iRobot	Y314020	Roomba 105 combo robot	praise	Low profile design	Design & Build	medium
iRobot	Y314020	Roomba 105 combo robot	praise	Mopping performance is acceptable	Cleaning Performance	medium
iRobot	Y314020	Roomba 105 combo robot	praise	Self-empty bin works well when it activates	Maintenance	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Dock aesthetics resemble a toilet	Design & Build	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Does not auto-empty after cleaning small rooms	Maintenance	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Extremely loud carpet boost	Noise	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Genuine dust bags leak dust	Maintenance	medium
iRobot	Y314020	Roomba 105 combo robot	issue	LIDAR beam misses low-profile objects	Navigation & Mapping	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Mop unavailable without self-empty bundle	Value	medium
iRobot	Y314020	Roomba 105 combo robot	issue	No bin empty button in app	Setup & App	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Non-removable brush ends make hair removal difficult	Maintenance	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Occasionally sucks up its own mopping water	Cleaning Performance	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Only one bag included despite extra bag slot	Maintenance	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Overpriced at $300 given the issues	Value	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Side brush arrived bent out of box	Design & Build	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Takes hours to clean a full floor plan on hard floors	Battery & Runtime	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Tries to go under furniture it cannot fit under	Navigation & Mapping	medium
iRobot	Y314020	Roomba 105 combo robot	issue	Zigzag navigation pattern wastes battery	Navigation & Mapping	medium
iRobot	Y314020	Roomba 105 combo robot	improvement	Mopping system should be improved	Cleaning Performance	medium
iRobot	Y314020	Roomba 105 combo robot	improvement	Needs a lot of updates	Setup & App	medium
iRobot	Y314020	Roomba 105 combo robot	improvement	Should use S-shaped navigation instead of zigzag	Navigation & Mapping	medium

Roomba i3+ vac robot + clean base 1 video · 4 findings · 4 praise

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brand	product_id	product	type	finding	finding_category	confidence
iRobot	I355020	Roomba i3+ vac robot + clean base	praise	Attractive, premium-looking design	Design & Build	high
iRobot	I355020	Roomba i3+ vac robot + clean base	praise	Clean cordless appearance with cord management	Design & Build	high
iRobot	I355020	Roomba i3+ vac robot + clean base	praise	Extremely easy app setup and scheduling	Setup & App	high
iRobot	I355020	Roomba i3+ vac robot + clean base	praise	Very low maintenance; only occasional bag changes	Maintenance	high

Roomba max 705 combo robot + autowash dock 5 videos · 35 findings · 33 praise · 2 issues

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brand	product_id	product	type	finding	finding_category	confidence
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	175x more suction than older Roomba 600 series	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	AI 3D mapping works in all lighting, avoids obstacles including pet waste	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Anti-tangle brushes prevent hair wrap	Maintenance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	App learns traffic patterns and prioritizes dirtier rooms	Setup & App	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Auto-empties and resumes cleaning	Maintenance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Dual action brush system sweeps edges effectively	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Dual-function vacuum and mop keeps floors tidy	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Dual-function vacuum and mop keeps floors tidy	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Easy app setup with older map import	Setup & App	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Excellent obstacle avoidance, protects baseboards and trim	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Flexible scheduling by room	Setup & App	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Great value sweet spot, especially with pets or kids	Value	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Heated Power Spin roller mop at 200 RPM tackles dried stains	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Identifies wet and dry messes, auto-adjusts cleaning passes	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Improved navigation with larger front camera	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Intelligent carpet boost increases suction on rugs	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Major overall upgrade over previous Roomba models	Value	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Mopping 10x better than previous models	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	No longer gets stuck like older models	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Overall satisfaction after setup complete	Value	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Reliable app control with voice assistant support	Setup & App	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Reliable app control with voice assistant support	Setup & App	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Reliable app control with voice assistant support	Setup & App	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Reliable cleaning with virtual boundary support	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Reliable docking with base station	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Self-cleaning mop with protective cover keeps carpets dry	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Smart navigation maps space and cleans in logical patterns	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Smart navigation maps space and cleans in logical patterns	Navigation & Mapping	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Smooth transition between carpet and hard floors	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Smooth transition between carpet and hard floors	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Solid battery life for average-sized homes	Battery & Runtime	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Strong suction handles dirt, dust, and pet hair	Cleaning Performance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	praise	Washable dust bin and mop pad reduce replacement costs	Maintenance	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	issue	Charging dock requires significant clear space	Design & Build	high
iRobot	X185020	Roomba max 705 combo robot + autowash dock	issue	Initial setup and mapping is time-consuming	Setup & App	high

Roomba s9+ vac robot + clean base 1 video · 19 findings · 9 praise · 10 issues

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brand	product_id	product	type	finding	finding_category	confidence
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	D-shape design improves corner cleaning over round robots	Cleaning Performance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Dual rubber rollers resist tangling	Design & Build	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Excellent deep carpet cleaning and embedded pet hair extraction	Cleaning Performance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Imprint Link enables automatic vacuum-then-mop sequences	Setup & App	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Keep-out zones and clean zones work excellently	Navigation & Mapping	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Premium build quality and excellent companion app	Design & Build	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Rarely snowplows debris on hard floors	Cleaning Performance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	Smart mapping solid after initial runs	Navigation & Mapping	high
iRobot	S955020	Roomba s9+ vac robot + clean base	praise	iRobot OS personalized suggestions work well	Setup & App	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	40x suction claim is relative marketing metric, not absolute	Cleaning Performance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	60-day hands-off claim unrealistic for pet households	Maintenance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	A software update caused a single map glitch	Setup & App	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Area rugs with fringe can trip it up	Navigation & Mapping	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Clean base emptying is very loud	Noise	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Edge cleaning leaves faint dust ribbon with fine debris	Cleaning Performance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Hair collects on roller caps requiring manual removal	Maintenance	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Moving dock may require remapping	Navigation & Mapping	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Runtime drops noticeably at highest power setting	Battery & Runtime	high
iRobot	S955020	Roomba s9+ vac robot + clean base	issue	Tight 90-degree corners sometimes need second pass	Cleaning Performance	high

4 products · 81 findings · 51 praise · 27 issues · 3 improvements · from real pipeline output

These are static demonstration samples. The same pipeline runs on any brand or category you choose: current, complete, and yours to keep. If discovery finds fewer than 20 usable review videos for your brief, the €400 is refunded in full.

Get this for your brand →

02 · How it works

Request in. Shortlist agreed. Dataset out.

Submit a request: search conditions (brand, category, period) or a list of YouTube URLs, or both. We propose the shortlist, you sign off, and the dataset comes back to you.

Step 01

Confirm your shortlist

We propose up to 50 videos for your brand or category, fewer if that’s all that genuinely exists. You swap, drop or reshuffle until the list looks right, then green-light the run.

→ shortlist proposed · 50 videos

↺ your edits · swap / drop / add

✓ final list confirmed

Step 02

We extract the signal

Every video in the list is processed end to end. What’s mentioned, what’s praised, what’s flagged as an issue, what’s suggested as an improvement, all pulled out and mapped to your catalog.

→ products mentioned

→ praise · issues · improvements

→ harmonised · mapped to your catalog

Step 03

Download your dataset

A structured data file you download directly. Findings, products, lineage to sources. Everything you need to start your own analysis. Ready to open, filter, and work with in whatever tools your team already uses.

→ 14 products surfaced

→ 163 findings extracted

✓ fidelity-checked · flagged rows held back

03 · Why echoloom.io

Analyse it on its own. Or drop it straight into your data warehouse.

We’re deliberately focused on itemised product insights. The result is a dataset you can slice and dice interactively. Read it on its own, or plug it into the tools you already run on.

What this isn’t

Not another tool to maintain

You don’t need a new API, a new pipeline to babysit, or another vendor pre-aggregating the data on assumptions you didn’t make. We don’t want to be one of your tabs.

Another API you have to integrate

Another dashboard your team has to look at

Pre-aggregated charts based on someone else’s rollup

What this is

Source data, itemised

Per-product praise, issues and improvements pulled from a source you don’t consume yet, YouTube reviews, handed over as a clean dataset. Aggregate and visualise it however your org actually wants.

A single file, delivered per batch

Itemised per product, ready to slice

No assumed rollups. Your team owns the aggregation

04 · What’s in the box

Built to live in your stack, not ours.

A dataset you own and can work with directly. We focus on extraction and structure. Your team owns the analysis.

01 · Mapping

Catalog-aware extraction

Product mentions, mapped to a catalog. We build one as we go, or use yours. Confidence on every mention-to-catalog mapping, so you can decide yourself which ones to consider in your analysis.

02 · Structure

Granular by design

Each praise, issue, or improvement is its own entry, linked to a product and a source video. Slice it however your team needs.

03 · Harmonisation

One vocabulary across reviewers

Each finding is harmonised to a neutral, consistent voice. You can scan ten products without reading ten different reviewers’ verbal choices.

04 · Traceability

Every finding links back

Each row points to the videos it came from, so everything in the dataset has lineage and traceability.

05 · Scoping

Scoped to your question

Tell us how the shortlist should be drawn: a date window, a channel or some other search terms. We assemble the 50 against that.

06 · Global coverage

Global reviews, harmonised into English

Reviews in any language, harmonised into English, so your view of a category isn’t limited to anglophone reviewers.

Discovery to dataset.

Each batch runs in two stages, charged separately. €400 up front: we spend up to 5 working days agreeing the shortlist and selection criteria with you. If discovery finds fewer than 20 usable review videos for your brief, we refund Stage One in full and you keep the shortlist. We then take up to 10 working days to process the videos and share a top-line summary: products surfaced, counts, confidence levels. €1,600 to download the full dataset. VAT where applicable.

Order a batch →

€400+VATStage One: Discovery · up to 5 working days

€1,600+VATStage Two: Final Delivery · up to 10 working days

50videosPer batch

~3weeksEnd-to-end window

05 · Frequently asked

Answers, before you ask.

Who picks the videos?

You can send us a list directly, a set of search criteria (brand, category, channel, date window), or a mix. We’ll assemble a draft shortlist of up to 50 for your sign-off.

Is a product catalog required?

We recommend you share your preferred catalog to map to, but you don’t have to. We can source one as we go from publicly available information.

Is the original wording available?

Per finding, yes. We can trace any row back to the quote that produced it. We don’t republish whole transcripts; the dataset itself is harmonised findings, not raw speech.

How is confidence assigned?

Per mention-to-catalog mapping. It reflects how clearly the mention identifies a specific product. You decide what threshold to use downstream after downloading the results.

What languages are covered?

Any. Reviews in other languages are harmonised into English in the dataset, so your view of a category isn’t limited to anglophone reviewers.

What part of the video is analysed?

Spoken content, captured as text. We don’t analyse visuals or tone of voice.

Are comments or replies analysed?

No. Only the video’s own spoken content. Audience reactions in comments are out of scope.

Are sponsored or biased reviews filtered out?

If a creator discloses sponsorship verbally or in text, that signal lands in the dataset. We don’t second-guess motivations. Your team decides what to weigh in.

How much data comes back from 50 videos?

It depends on the category, the scope of your brief, and how product-dense the reviews are. A category-wide batch typically surfaces 10–30 products; a single-product brief will go deeper on fewer. The summary you receive at the end of Discovery tells you exactly what was found – products, counts, confidence – before you decide on the full dataset.

What if there aren’t enough videos for my brand?

Then you don’t pay. If discovery finds fewer than 20 usable review videos for your brief, we refund the €400 in full and you keep the shortlist we found. Coverage varies by brand and category; the samples above show what typical coverage looks like.

What does it cost?

Fixed price per batch: €400 advance for discovery and aggregated stats, then €1,600 to download the detailed dataset. VAT where applicable. Up to 50 videos per batch. No retainer, no call required. Unless you are interested in a retainer, then send us an enquiry →

How is the output produced?

The analysis is AI-powered and audited. Every finding is checked against its source quotes by automated fidelity validation, and rows that fail the check are held back from delivery. Every batch is additionally reviewed before delivery. Confidence scores and lineage to source videos are included, so you decide what to trust.

Is an API or live feed available?

Not at this stage. The service is deliberately a one-off batch. An ongoing tier with refresh cycles is on the roadmap, subject to additional scoping. Send us an enquiry →

Is it possible to process more than 50 videos in one batch?

We are open to discussing this with you, subject to additional scoping and different charges. Send us an enquiry →

Is direct delivery into a data warehouse possible?

Yes, we are open to discussing this with you, subject to additional scoping and charges. Send us an enquiry →