| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Pricing optimization | Revenue operations | 0% | 12 of 76 | 16% | 25 | accepted challenger |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 2 | 0 | 0 | 2 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 0 | 1 | 1 | 2 |
| Perplexity Sonar | 0 | 0 | 1 | 0 | 1 |
| Grok 4.1 Fast | 1 | 1 | 0 | 1 | 3 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 1 | 0 | 2 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 2 | 1 | 1 | 4 |
| Kimi K2 | 0 | 1 | 2 | 1 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 0 | 2 |
| MiniMax M2.5 | 0 | 1 | 1 | 0 | 2 |
| GPT-6 Luna | 0 | 0 | 1 | 0 | 1 |
| Muse Glimmer 30B | 0 | 1 | 0 | 0 | 1 |
Verbatim evidence the judge attached to positive labels.
“retail picks Competera” Grok 4.1 Fast · Pricing optimization · comparative prompt · first choice
“Competera has a starting price of $19.00 per month, making it another very affordable option for basic pricing needs.” Claude Haiku 4.5 · Pricing optimization · budget prompt · alternative
“Competera and Omnia Retail bring AI-driven dynamic pricing to mid-market and omnichannel retailers” Claude Haiku 4.5 · Pricing optimization · comparative prompt · alternative
“Choose Competera if you're a large retailer needing AI-native, elasticity-based price optimization” DeepSeek V4 Flash · Pricing optimization · comparative 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.
“What to Avoid - Enterprise platforms like Competera (typically $5,000+/month) are powerful but far beyond limited budgets.” Kimi K2 · Pricing optimization · budget prompt · hard negative
“Avoid retail-first dynamic pricing tools: ... (like *Prisync*, *Omnia*, or *Competera*) are designed for B2C e-commerce.” Gemini 3.5 Flash · Pricing optimization · direct prompt · hard negative
“Avoid enterprise tools like Vendavo, Competera, or PROS” Grok 4.1 Fast · Pricing optimization · budget prompt · hard negative
“enterprise tools (Cost: $5k–$50k+/month like Competera or Vendavo) excel” Qwen 3.7 Flash · Pricing optimization · budget prompt · soft negative
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 56 of the 57 answers that named Competera and are not a share of its labels.
220 of the 220 domain citations in answers naming Competera came from somebody else's page.
Pages are listed as the models cited them.
Search figures are US estimates from DataForSEO, read October 5, 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 | 2025-11 to 2026-10 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 146 | 6 | 2026-08-28 | Pricing optimization | |
| Case study | 141 | 0 | 2025-05-16 | ||
| News or press | 60 | 4 | 2026-09-30 | Pricing optimization | |
| Glossary or explainer | 50 | 1 | 2026-07-24 | Pricing optimization | |
| Podcast or video | 35 | 0 | 2026-05-28 | ||
| Report or ebook | 5 | 0 | 2025-12-03 | ||
| Comparison | 4 | 0 | 2025-07-01 | ||
| Webinar or virtual event | 1 | 0 | 2025-07-05 | Pricing optimization |
Every page competera.ai 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 October 5, 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.
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 Competera'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 Competera, 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 Competera by email, built from the raw record of the edition. It shows: