| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Ecommerce marketing | Marketing | 4% | 9 of 115 | 7% | 15 | accepted challenger | ▼−1Since September 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Ecommerce search and merchandising | Marketing | 2% | 15 of 74 | 33% | 3 | under 10 labels · led by Algolia at 25% | |
| Content management systems for marketing sites | Marketing | 0% | 33 of 55 | 0% | 1 | under 10 labels · led by HubSpot Content Hub at 42% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| Order management systems | Revenue operations | 0% | 75 of 131 | 0% | 1 | under 10 labels · led by Zoho Inventory at 25% |
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Ecommerce search | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 15 of 74, unchanged |
| Ecommerce marketing | 6% | 5% | ▼−1Since September 2026: 6% → 5%, −1 point. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 6 → 9 of 115 |
| Marketing CMS | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 38 → 33 of 55 |
| Order management | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 75 of 131, unchanged |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-5.4 mini | 0 | 2 | 1 | 0 | 3 |
| Gemini 3.5 Flash | 0 | 1 | 1 | 0 | 2 |
| Perplexity Sonar | 0 | 1 | 0 | 0 | 1 |
| Grok 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 1 | 0 | 0 | 1 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 1 | 1 | 1 | 0 | 3 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 1 | 1 | 1 | 3 |
| MiniMax M2.5 | 1 | 1 | 1 | 0 | 3 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“I'd suggest starting conversations with Shopify Plus, BigCommerce Enterprise, and Adobe Commerce as a baseline” MiniMax M2.5 · Ecommerce marketing · scale prompt · first choice
“The Best "All-in-One" Choice: BigCommerce (B2B Edition) ... BigCommerce is the strongest mid-market contender.” Qwen 3.7 Flash · Ecommerce search · direct prompt · first choice
“BigCommerce (B2B Edition) — Best Overall for Mid-Market B2B” DeepSeek V4 Flash · Ecommerce marketing · direct prompt · first choice
“the strongest mid-market-friendly option is often BigCommerce or Salesforce Commerce Cloud” GPT-5.4 mini · Ecommerce marketing · direct prompt · alternative
Verbatim evidence attached to negative labels. A warning on a product with few labels is a warning; on a product with many, it is one voice among them.
“Platforms to Avoid Completely (If Possible) Native search inside Shopify / WooCommerce / BigCommerce” DeepSeek V4 Flash · Ecommerce search · negative prompt · hard negative
“Poor customer service that refers problems to paid developers” GLM 4.7 FlashX · Ecommerce marketing · negative prompt · hard negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 74 of the 81 answers that named BigCommerce and are not a share of its labels.
189 of the 223 domain citations in answers naming BigCommerce came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read September 28, 2026; AI search demand is its modeled, directional estimate, not a count of queries to any assistant. The answers are this edition's. Two measurements side by side: neither is read as the cause of the other.
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 943 | 40 | 2026-09-24 | ||
| Glossary or explainer | 426 | 1 | 2026-08-27 | ||
| News or press | 190 | undated | |||
| Case study | 130 | undated | |||
| Report or ebook | 120 | undated | |||
| Webinar or virtual event | 40 | 1 | 2026-07-20 | ||
| Podcast or video | 39 | 2 | 2026-08-14 | ||
| Comparison | 35 | undated | |||
| Conference or event | 25 | undated | |||
| Template or tool | 2 | undated |
As the event pages on bigcommerce.com state them, read September 28, 2026.
Every page bigcommerce.com exposes, subdomains included. Kind is read from the address and title. The last 90 days, the latest date and the twelve months count pages by when they were published, from the site's feeds, a date in the address, or the page's own publication date, read from up to a hundred of its most recently changed pages; a page that says only when it last changed is counted in its kind but not in when, so the recent counts are a floor, and a kind none of whose pages gives a publication date reads undated. An event counts as online when its address or title says so (webinar, on demand, virtual or online summit); a conference, summit, trade show, expo or roadshow that does not say so is counted as a conference or event, which on a vendor's site is mostly in person. Read September 29, 2026.
An email the morning each edition publishes: where this product moved, where it held, and by how much against the noise floor. One address, confirmed by a click; a stop link in every email.
Already following? Everything you follow, with a stop for each.
What BigCommerce's own pages state, read September 28, 2026: bigcommerce.com, bigcommerce.com/pricing, bigcommerce.com/articles/ecommerce/compliance, bigcommerce.com/product, bigcommerce.com/partners. A claimed page can correct any of them.
Claiming is free and changes nothing in the data. A claimed page shows a verified contact who is told when each edition publishes and when BigCommerce's standing changes by more than the noise floor; the right to propose corrections to the vendor table, meaning names the judge wrote that should or should not read as BigCommerce, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
A new claim receives the current edition's vendor brief for BigCommerce by email, built from the raw record of the edition. It shows: