Product
Why Leitagu exists
The problem in Estonian furniture shopping that Leitagu addresses, why we think now is the time, and what we believe.
Updated 16 October 2026View as Markdown
People in Estonia who want a new piece of furniture to go with what they already own have no easy way to search across the country's stores by look, size, budget and availability at once. Leitagu exists to close that gap: one guided search over many Estonian stores that matches tone, finish and style, respects the space in your room, and tells you honestly what you can get and when. This page covers the problem, the Estonian context, why we think now is the time, and what we believe.
The problem
Most furniture shopping is not about furnishing an empty home from scratch. It is about adding or replacing one piece: a sideboard (puhvetkapp) in the same light oak as the dining table, a chest of drawers (kummut) that fits between the door and the window, a coffee table (diivanilaud) that goes with a walnut TV unit. That job is slow and unreliable today, for four reasons.
Matching is hard
- Wood tone changes with the light. The same oak looks different under warm LED light, in daylight, in a store's studio photo and through a phone camera's automatic processing.
- Stores name colours differently. One calls a colour "tamm", another "sonoma oak", a third "natural". There is no shared vocabulary.
- Material is hard to see. Solid wood (täispuit), real wood veneer (spoon) and wood-look foil or laminate (kile, laminaat) can look alike in a small photo, but they age, feel and cost differently.
- Details decide whether pieces look right together. Legs, handles, fronts and finish (matte, oiled, gloss) matter as much as the colour.
The products are scattered
Each store has its own website, filters and naming. Data quality varies a lot. When we checked store websites in October 2026, one large interior store published dimensions as structured data on its product pages, another had them only in the page text, and a DIY chain had them only in product names (for example "60cm"). Some sites block automated access entirely. Comparing ten tabs by hand is the norm.
Global visual-search tools exist, such as Onton (onton.com) and NewInterior AI (newinterior.ai), and so do single-store tools such as IKEA Kreativ. In our research none of them was seen covering Estonian stores. We have not inspected their full retailer lists, so treat this as a working assumption.
Availability comes last
Whether you can take a piece home today, see it in a showroom first, or wait weeks for delivery usually becomes clear only at the end, on the product page or at checkout. Long waits are common enough that the online store Kaup24 publishes an article titled "Miks tuleb mööblit mõnikord mitu kuud oodata?" ("Why do you sometimes have to wait months for furniture?", kaup24.ee).
Fit is checked too late
Shoppers measure the wall, then forget the window sill or the door swing. They find out at delivery that the piece blocks the radiator or covers half the window.
The Estonian context
- A small market. Estonia had 1,360,745 residents on 1 January 2026, according to Statistics Estonia (stat.ee).
- Market size. Specialist furniture retail turnover was €316.5M in 2023 and €290.6M in 2024. The 2025 figure is a modelled estimate of about €308.9M. The total furniture consumer market was about €367M in 2025. These figures are from Furnilytics, based on Statistics Estonia data (turnover, market hub).
- Online share is unknown. We found no current figure for how much furniture Estonians buy online. An older University of Tartu thesis cites about 25%, but the data is dated (thesis).
- Language. Estonian comes first and English second. About 20% of residents are ethnically Russian (stat.ee), so whether to add a Russian interface is an open question.
- A mix of stores. Stores range from large interior department stores and international chains to small shops and makers. Their websites and data differ, which is part of the problem described above.
Why now
- Language models can read photos and sentences into structured attributes. Leitagu already uses Claude, Anthropic's model, to turn a free-text request ("hele tammepuhvet alla 500 €") or a room photo into values from a fixed vocabulary. This makes a guided, conversational search practical for a small team.
- Stores already publish machine-readable product data. Product sitemaps, schema.org data on product pages, and feeds made for Google Shopping or Facebook catalogues mean that one catalogue across stores is feasible, preferably with the stores' consent.
- 3D works in the browser. Leitagu can draw your room and place a product in it without an app install.
- The gap is local. International tools focus on large international catalogues. Estonian stores, Estonian language and local stock and delivery are not covered.
What we believe
- Practical usefulness beats novelty. Leitagu should be something the founder would use himself. A good local tool is a valid outcome; it does not need to become a billion-dollar company.
- Separate signals beat one similarity score. Tone, undertone, material, finish, style, legs and handles are compared one by one and explained in words, so a match can be checked and trusted. See How it works.
- Availability is part of the match. A perfect piece in eight weeks may be worse than a good one you can take home today.
- Honesty builds trust. Leitagu says when screen colours may differ, when a product is over a limit, when a fact is unknown, and when data is example data.
- Guide, don't interrogate. Ask a few short questions with tap-to-answer options, and let people skip straight to results.
- Send buyers to stores; don't stand in between. Leitagu has no checkout. The store keeps the customer and the sale.
- Furniture is bought rarely. Retention has to come from things that are useful between purchases: saved rooms, favourites and, later, price-drop and new-match alerts.
Risks we know about
Our research notes list these risks openly:
- The market is small and people buy furniture rarely.
- IKEA's catalogue is dominant, and Leitagu has to add something a shopper can't get on IKEA's own site.
- Stores may block automated access or decline to share data. Feeds and consent are the preferred route.
- Matching quality on wood tone and finish is unproven until it is tested with real photos and real products.
- No affiliate programme has been found for Estonian furniture stores, so how Leitagu earns money is open. See Why join Leitagu.
- Legal limits apply: EU database rights and store terms can restrict copying a catalogue, and product images are copyrighted.