This is a live demo of the dashboard BigCommerce would see. BigCommerce is not a customer and has not endorsed this demo; the numbers are real, from ChatGPT answers collected daily (methodology). See your own brand's dashboard

Ecommerce Platforms

United States, English, ChatGPT
All topicsScore 30/100, 216 prompts Ecommerce platforms (general)Score 47/100, 18 prompts Small business ecommerceScore 29/100, 18 prompts Free and low-cost storesScore 2/100, 18 prompts Open source ecommerceScore 4/100, 18 prompts Selling digital productsScore 4/100, 18 prompts Headless commerceScore 42/100, 18 prompts Dropshipping storesScore 47/100, 18 prompts Subscription commerceScore 19/100, 18 prompts B2B ecommerceScore 70/100, 18 prompts Website builders with ecommerceScore 16/100, 18 prompts Creator and merch storesScore 13/100, 18 prompts Enterprise ecommerceScore 43/100, 18 prompts

Visibility Score, Headless commerce

Week of 14th to 20th Sep 2026, ChatGPT, sampled 7 times per prompt. Hover a number for its 95% range.

from 43 last week

Who ChatGPT names in this topic

1 Shopify 64 answers 69
2 commercetools 61 answers 64
3 Medusa 52 answers 53
5 BigCommerce 42 answers 42
8 Adobe Commerce 11 answers 11
18 Gumroad 2 answers 2

All tracked brands ›

02040608010 Aug17 Aug24 Aug31 Aug7 Sep14 Sep42
Weekly Visibility Score with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Read the answers that mention you (42) Read the ones that do not mention you (42)

Share of Voice, Headless commerce

Week of 14th to 20th Sep 2026. Hover the number for its 95% range.

from 16.8% last week

Competitors in this topic

1Shopify27.1%
2commercetools25.9%
3Medusa22.0%
4BigCommerce17.8%
5Adobe Commerce4.7%

All 25 tracked brands ›

0%5%10%15%20%10 Aug17 Aug24 Aug31 Aug7 Sep14 Sep17.8%
Weekly share of voice with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Read the answers that name you (42), name a competitor (77).

Citation Rate, Headless commerce

Week of 14th to 20th Sep 2026. Share of answers that cite each brand's site.

from 23.0% last week

Competitors in this topic

1commercetools40.5%
2Medusa36.9%
3BigCommerce26.2%
4Shopify15.5%
5Salesforce Commerce Cloud1.2%

All 25 tracked brands ›

0%10%20%30%10 Aug17 Aug24 Aug31 Aug7 Sep14 Sep26.2%
Weekly citation rate with its 95% band. Solid dots mark changes bigger than sampling error. Hover a point for its numbers.

Read the answers that cite your site (0).

See which pages get cited ›

Sentiment, Headless commerce

Week of 14th to 20th Sep 2026. Positive share of your mentions, from 42 classified mentions.

from 42% positive last week

Competitors in this topic

1 Salesforce Commerce Cloud 78%
2 WooCommerce 67%
3 Shopify 53%
4 Medusa 52%
5 commercetools 36%
6 BigCommerce 29%

All 8 tracked brands ›

0%20%40%60%80%10 Aug17 Aug24 Aug31 Aug7 Sep14 Sep28.6%
Weekly positive share with its 95% band. Weeks under 3 mentions carry the last measured value, marked on hover.

Read the positive (12), neutral (30), negative (0) mentions.

Your tracked prompts

The prompts we ask ChatGPT, by topic, and how often the answers mention BigCommerce.

PromptYour mention rate
I run a small clothing brand and want a headless backend that scales, which platform should i pick for flexibility and low maintenance? 33.3%
we're a mid-size retailer moving to a headless setup on a tight timeline, what's the best software for fast implementation? 100.0%
as a solo developer building a headless storefront for digital downloads, which tool offers the simplest API and dev experience? 0.0%
my agency builds custom frontends for clients, what platform should we recommend that supports multi-tenant stores and headless APIs? 50.0%
for a startup with limited funding, which headless commerce solution gives the best balance of cost and features? 75.0%
I manage an enterprise catalog with thousands of SKUs, which headless commerce platform handles complex product models and headless APIs well? 75.0%
we need to decouple checkout from the front end, what commerce platform should we use to support flexible headless checkouts? 0.0%
which headless commerce platform is best for integrating with a custom mobile app frontend? 60.0%
I want a CMS-first approach with commerce APIs, which platform should i use to power headless product pages? 60.0%
our team prefers serverless frontends and JAMstack, what headless commerce software fits that architecture best? 100.0%
which headless commerce solution offers the best developer tools and SDKs for modern frontend frameworks? 80.0%
we're a B2B wholesaler needing custom pricing and headless APIs, which platform supports complex B2B features? 100.0%
I run a subscription box business, what headless commerce platform should i choose that supports subscriptions via API? 80.0%
for international stores with multi-currency and localization, which headless commerce tool is most robust? 40.0%
I'm launching a digital marketplace with multiple sellers, which headless commerce software supports marketplace patterns via API? 0.0%
I want a hosted headless backend with minimal ops, what platform should i choose to avoid infrastructure headaches? 0.0%
we're building an omnichannel experience across web and in-store screens, which headless commerce platform supports unified APIs? 20.0%
which headless commerce platform should an ecommerce developer choose to maximize long-term portability and avoid vendor lock-in? 40.0%

What ChatGPT searches for

This week's 84 answers: 2 used live web search (2%), 82 came from memory (98%).

2% live web search98% from memory

Most frequent queries:

Fan-out QueriesTopicTimes run
headless commerce platform multi tenant stores API Headless commerce 1
headless commerce platforms Shopify Plus Commerce Layer Medusa Saleor 2026 Headless commerce 1

ChatGPT's own queries, not what people type. Per-answer detail is on each prompt's answers page.