3 categories · RankedObserve.AI
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Contact center quality assurance | Customer | 2% | 10 of 81 | 20% | 20 | accepted challenger | |
| Conversational intelligence and call recording | Sales | 0% | 28 of 91 | 20% | 5 | under 10 labels · led by Avoma at 41% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
| AI voice agents | Customer | 0% | 87 of 103 | 100% | 1 | under 10 labels · led by Retell AI at 27% |
Movement
By model
How each model treated Observe.AI across every prompt where it was named for a mid-market B2B company. Fourteen models, six prompts per category.ShowHide
By model
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 0 | 0 | 2 | 1 | 3 |
| GPT-5.4 mini | 0 | 0 | 0 | 1 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 0 | 3 |
| Perplexity Sonar | 0 | 0 | 0 | 1 | 1 |
| Grok 4.1 Fast | 0 | 1 | 0 | 0 | 1 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 2 | 1 | 1 | 4 |
| Llama 4 Maverick | 0 | 0 | 1 | 0 | 1 |
| Qwen 3.7 Flash | 0 | 2 | 0 | 0 | 2 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 1 | 0 | 1 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 2 | 0 | 0 | 2 |
| Muse Glimmer 30B | 1 | 0 | 0 | 2 | 3 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Observe.AI stands out as the best quality management software for 2025” Muse Glimmer 30B · Contact center QA · direct prompt · first choice
“If you are looking to record technical support calls or customer success calls, Observe.AI is the market leader here.” Qwen 3.7 Flash · Conversation intel · paraphrase prompt · alternative
“Choose Observe.AI if your main goal is to move away from manual sampling and get instant, AI-driven insights” Qwen 3.7 Flash · Contact center QA · comparative prompt · alternative
“AI-first platforms like Observe.AI, Klaus, and Solidroad are ideal for automation and training” Mistral Small · Contact center QA · comparative prompt · alternative
And against it
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.
“the clearest "avoid or scrutinize closely" names are Observe.AI” Perplexity Sonar · Conversation intel · negative prompt · hard negative
“Observe.AI users report that transcription and comprehension accuracy drop in noisy or complex environments” Claude Haiku 4.5 · Contact center QA · negative prompt · soft negative
“Tools that rely heavily on AI scoring (e.g., Observe.AI, Kaizo, Zendesk QA/Formerly Klaus)” DeepSeek V4 Flash · Contact center QA · negative prompt · soft negative
“options like Observe.AI and Balto shift toward larger, more complex deployments” Muse Glimmer 30B · Contact center QA · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Observe.AI, over the 84 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Observe.AI was named but was not.ShowHide
Named alongside
What carried it into the answer
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 80 of the 84 answers that named Observe.AI and are not a share of its labels.
Domains cited
275 of the 275 domain citations in answers naming Observe.AI came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
observe.ai is not in Google's top ten for any of the category's searches. In the answers, Observe.AI takes 2% of first choices and EvaluAgent takes 28%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 2,400 a month (“observe.ai”)
- AI search demand for its name, est.
- 73 a month
- Organic visits to its site
- about 4,841 a month
- Searches its site ranks for
- 863 · 69 in the top three
- Sites linking to it
- 2,322
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This edition- First choices
- 6 across its categories
- Named in
- 84 answers
- Its own site cited
- in 80 of the answers that named it
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.
What it publishes
ShowHide
What it publishes
ShowHide| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 373 | undated | |||
| News or press | 48 | undated | |||
| Glossary or explainer | 33 | undated | |||
| Case study | 26 | undated | |||
| Webinar or virtual event | 11 | undated | |||
| Report or ebook | 2 | undated | |||
| Comparison | 1 | undated |
How it is countedHide how it is counted
Every page observe.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 September 29, 2026.
Follow Observe.AI
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.
The company
Observe.AI is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- Purpose-built AI agents. One CX platform.
- For
- customer experience
- Certifications
- ISO 27001:2022ISO 42001:2023PCI DSSHITRUST R2SOC 2 Type IIHIPAA
- Hosting
- US West - 2EU WestAustralia
- Customers named
- Woodforest National BankSoFiVeridaAsurionTranscarentDoorDashAmerican National InsuranceTrupanion
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations
What Observe.AI's own pages state, read October 5, 2026: observe.ai, observe.ai, trust.observe.ai, observe.ai/old/platform-old, observe.ai/customers. A claimed page can correct any of them.
Claim this page
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 Observe.AI'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 Observe.AI, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
What a new claim receivesHide what a new claim receives
A new claim receives the current edition's vendor brief for Observe.AI by email, built from the raw record of the edition. It shows:
- where Observe.AI is named, by buyer and by framing, and which cells hold its first choices;
- the claims the models make when they name it, ranked, with the strongest and the weakest quoted;
- its vocabulary against the segment leader's, and the pages the models cited;
- who was chosen in the answers that did not name Observe.AI, and every reason the record gives;
- a battlecard for each top rival: the head-to-head split, why they win, and the reservation quoted against them;
- one page of published figures cleared to show a buyer.