2 categories · RankedBigPanda
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| AIOps platforms | IT operations and endpoint | 11% | 4 of 93 | 15% | 47 | accepted challenger | |
| Incident management and on-call | IT operations and endpoint | 0% | 32 of 65 | 33% | 3 | under 10 labels · led by incident.io at 32% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
By model
How each model treated BigPanda 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 | 1 | 3 | 0 | 0 | 4 |
| GPT-5.4 mini | 0 | 1 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 0 | 2 | 1 | 2 | 5 |
| Perplexity Sonar | 1 | 0 | 2 | 1 | 4 |
| Grok 4.20 | 0 | 1 | 2 | 2 | 5 |
| Mistral Small | 1 | 1 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 3 | 1 | 1 | 5 |
| Llama 4 Maverick | 0 | 0 | 3 | 0 | 3 |
| Qwen 3.7 Flash | 1 | 2 | 0 | 1 | 4 |
| Kimi K2 | 1 | 2 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 0 | 1 | 3 |
| MiniMax M2.5 | 0 | 0 | 2 | 0 | 2 |
| GPT-6 Luna | 0 | 2 | 1 | 0 | 3 |
| Muse Glimmer 30B | 1 | 3 | 0 | 0 | 4 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
“Dynatrace and BigPanda are often recommended due to their scalability, ease of integration, and strong noise reduction features” Mistral Small · AIOps · paraphrase prompt · first choice
“My primary recommendation would be BigPanda if budget allows, as it offers the most comprehensive AI-powered correlation.” Claude Haiku 4.5 · AIOps · paraphrase prompt · first choice
“If you're already using multiple monitoring tools and alert noise is your biggest problem → BigPanda or Moogsoft” Kimi K2 · AIOps · paraphrase prompt · first choice
“I would recommend BigPanda if your main goal is IT event correlation and noise reduction” Perplexity Sonar · AIOps · paraphrase prompt · first choice
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.
“Avoids the high custom pricing of specialists like BigPanda ($6K+/year base, often $60K+ first year for mid setups)” Grok 4.20 · AIOps · paraphrase prompt · soft negative
“BigPanda is primarily an alert correlation and deduplication engine, not a full-stack observability platform.” Qwen 3.7 Flash · AIOps · negative prompt · soft negative
“open-source alternative to expensive event-correlation tools like BigPanda or Splunk ITSI” Gemini 3.5 Flash · AIOps · budget prompt · soft negative
“Moogsoft, BigPanda, and correlation-focused tools underperform with poor telemetry” Grok 4.20 · AIOps · negative prompt · soft negative
Named alongside
The products named in the same answers as BigPanda, over the 129 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and BigPanda 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 121 of the 129 answers that named BigPanda and are not a share of its labels.
Domains cited
414 of the 414 domain citations in answers naming BigPanda came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
bigpanda.io is not in Google's top ten for any of the category's searches. In the answers, BigPanda takes 11% of first choices and New Relic takes 17%.ShowHide
Search and answers
In search
Google, US estimates- Searches for its name, Google
- 8,100 a month (“bigpanda”)
- AI search demand for its name, est.
- 84 a month
- Organic visits to its site
- about 7,773 a month
- Searches its site ranks for
- 666 · 48 in the top three
- Sites linking to it
- 2,621
- Paid Google search
- 1 searches its ads show for, about 10 clicks and $108 a month (estimate)
In answers
This edition- First choices
- 21 across its categories
- Named in
- 129 answers
- Its own site cited
- in 121 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 | 290 | 14 | 2026-09-22 | ITSM, Infra monitoring | |
| Conference or event | 100 | 8 | 2026-09-24 | ||
| Glossary or explainer | 100 | 8 | 2026-08-11 | Infra monitoring, ITSM | |
| News or press | 81 | 1 | 2026-08-25 | ||
| Webinar or virtual event | 47 | 4 | 2026-08-11 | ||
| Report or ebook | 40 | 2 | 2026-07-13 | ITSM | |
| Case study | 26 | 0 | 2026-03-19 | ||
| Comparison | 9 | 1 | 2026-07-22 | ITSM | |
| Podcast or video | 8 | 0 | 2026-06-29 | ||
| Template or tool | 1 | undated |
Most recent
- 2026-09-24Onug ai networking summit nyc 2026 conference or event
- 2026-09-22Incident response duplicated work blog
- 2026-09-22Ai sre for the enterprise blog
- 2026-09-15Ai speed operations keep up blog
- 2026-09-10Whats new september 2026 blog
- 2026-09-10Enterprise itops operating model blog
Events in person
- November 16, 2026 to November 17, 2026BigPanda at Gartner IOCS EMEA 2026London, UK · sponsors
- December 8, 2026 to December 10, 2026BigPanda at Gartner IOCS North America 2026Las Vegas, USA · sponsors
- October 28, 2026 to October 29, 2026ONUG AI Networking Summit NYCNew york city · sponsored
As the event pages on bigpanda.io state them, read September 28, 2026.
How it is countedHide how it is counted
Every page bigpanda.io 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. Of its titles that name a category, most name ITSM (15); 0 name its categories the models place it in. 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 BigPanda
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
BigPanda is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- Agentic AI for IT Operations
- For
- enterprise IT teams; ITOps and ITSM teams
- Certifications
- ISO/IEC 27001SOC 2NIST
- Customers named
- PlayStation NetworkGlobal IPTV providerNew York Stock ExchangeCalifornia DMVGamma CommunicationsWEC Energy GroupAutodeskCambia Health Solutions
- Not stated on the pages read
- Price, starting price, free plan or trial, integrations, hosting
What BigPanda's own pages state, read September 28, 2026: bigpanda.io, trust.bigpanda.io, bigpanda.io/solutions, bigpanda.io/customers, bigpanda.io/partners. 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 BigPanda'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 BigPanda, 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 BigPanda by email, built from the raw record of the edition. It shows:
- where BigPanda 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 BigPanda, 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.