2 categories · Named, not rankedJitterbit Harmony
Standing by category
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| API management | Developer platform | 2% | 16 of 61 | 0% | 1 | under 10 labels · led by Kong Gateway at 37% | newNew since September 2026: not ranked then, 2% now. |
| EDI platforms | Data platform | 0% | 51 of 93 | 0% | 1 | under 10 labels · led by TrueCommerce EDI at 32% |
Movement
By model
How each model treated Jitterbit Harmony 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 | 0 | 0 | 0 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 0 | 0 | 0 | 0 |
| Perplexity Sonar | 0 | 0 | 0 | 0 | 0 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 0 | 0 | 0 | 0 |
| DeepSeek V4 Flash | 0 | 1 | 0 | 0 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 0 | 0 | 0 | 0 |
| Kimi K2 | 0 | 0 | 0 | 0 | 0 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 1 | 0 | 0 | 0 | 1 |
By framing
What the models said for it
Verbatim evidence the judge attached to positive labels.
““Jitterbit Harmony offers the best price-to-performance ratio for mid-market organizations.”” Muse Glimmer 30B · API management · direct prompt · first choice
“Mid-sized enterprise with IT capability → Cleo or Jitterbit” DeepSeek V4 Flash · EDI · 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.
Named alongside
The products named in the same answers as Jitterbit Harmony, over the 2 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Jitterbit Harmony 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 2 of the 2 answers that named Jitterbit Harmony and are not a share of its labels.
Domains cited
Eleven of the eleven domain citations in answers naming Jitterbit Harmony came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
jitterbit.com is not in Google's top ten for any of the category's searches. In the answers, Jitterbit Harmony takes 2% of first choices and Kong Gateway takes 37%.ShowHide
Search and answers
In search
Google, US estimates- Organic visits to its site
- about 4,728 a month
- Searches its site ranks for
- 1,276 · 107 in the top three
- Sites linking to it
- 4,214
- Paid Google search
- 3 searches its ads show for, about 127 clicks and $1,468 a month (estimate)
In answers
This edition- First choices
- 1 across its categories
- Named in
- 2 answers
- Its own site cited
- in 2 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 | 303 | 2 | 2026-08-26 | ||
| News or press | 152 | 8 | 2026-09-24 | ||
| Case study | 89 | 5 | 2026-09-17 | ||
| Report or ebook | 43 | 0 | 2026-06-02 | ||
| Webinar or virtual event | 33 | 2 | 2026-09-28 | ||
| Conference or event | 32 | 4 | 2026-09-23 | ||
| Template or tool | 30 | undated | |||
| Glossary or explainer | 27 | 0 | 2026-06-16 | ||
| Podcast or video | 21 | 6 | 2026-09-17 | ||
| Comparison | 12 | 0 | 2025-07-14 |
Most recent
- 2026-09-28Vibe coding vs lcap why enterprises are using both webinar or virtual event
- 2026-09-24Jitterbit named finalist 2026 ai awards news or press
- 2026-09-233 realities of the ai native era from the gartner apps summit conference or event
- 2026-09-17Forvis mazars reduced operational costs case study
- 2026-09-17Build custom apps with app builder ai assistant podcast or video
- 2026-09-16Jitterbit ai assistants podcast or video
How it is countedHide how it is counted
Every page jitterbit.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.
Follow Jitterbit Harmony
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
Jitterbit Harmony is its own company.ShowHide
The company
In its own words
Stated by the vendor, not checked- Positioning
- With an advanced layered AI architecture, Jitterbit Harmony provides a modern approach to end‑to‑end integration and automation.
- For
- enterprise
- Price stated
- Pricing jitterbit.com
- Free plan or trial
- Request Trial jitterbit.com
- Hosting
- NAEMEAAPAC
- Not stated on the pages read
- Starting price, integrations, certifications, customers
What Jitterbit Harmony's own pages state, read October 5, 2026: jitterbit.com, jitterbit.com/harmony/pricing, trust.jitterbit.com, jitterbit.com/products, jitterbit.com/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 Jitterbit Harmony'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 Jitterbit Harmony, 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 Jitterbit Harmony by email, built from the raw record of the edition. It shows:
- where Jitterbit Harmony 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 Jitterbit Harmony, 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.