Small business▲+2Since September 2026: 0% → 2%, +2 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
2%from 0% in September 2026
Inside the floor by 9 pointsRank 13 → 8 of 63
1 category · Named, not rankedJitterbit Harmony
16Judge labels
1First choices
1Negative labels
9 / 14Models named it
1Category
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10-05.2, every buyer segment counted.
Standing
6 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Jitterbit Harmony was named 6 times in Automation & iPaaS, where Workato led with 28%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business10 of 68
2%2 labels
under the label threshold
Mid-market16 of 67
0%6 labels
under the label threshold
Enterprise20 of 101
0%8 labels
under the label threshold
In automation & ipaas · each standing computed within its segment · bars are 0 to 100 · the accent bar is the product's own best reading
Standing by category
Every category where a model named Jitterbit Harmony for a mid-market B2B company. Share is first choices across the direct, paraphrase, budget and scale prompts; rank is within every product named in that category.
| Category | Function | Share | Rank | Negative rate | Labels | Quadrant | Since September 2026 |
|---|---|---|---|---|---|---|---|
| Workflow automation and iPaaS | GTM data and infrastructure | 0% | 16 of 67 | 0% | 6 | under 10 labels · led by Workato at 28% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Jitterbit Harmony held within the floor in its one category: no change cleared 11 points.
Best category · Automation & iPaaS · by segment
Mid-market=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 12 → 15 of 63
Enterprise=heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 11 pointsRank 27 → 19 of 79
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Automation & iPaaS | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 12 → 16 of 67 |
Shares here are read over the models both editions asked, so they can differ by a point or two from the standing above, which counts every model in this edition.
The floor is 11 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one is noise, and both are shown. Movement is read over the twelve models both editions asked; GPT-6 Luna, Muse Glimmer 30B joined this edition and are in the standing but not yet in the comparison. How the floor is measured · The editions
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
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| 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 4.20 | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 2 | 1 | 0 | 3 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 1 | 0 | 0 | 1 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 0 | 0 | 0 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 0 | 0 | 0 |
By framing
Which of the six questions produced the naming. By model says how often; this says asked what. The first-choice count on the right carries the marks of the models that produced it.
FramingLabels by classFirst choices
Direct5 labelsNone
Paraphrase7 labels1
Comparative2 labelsNone
Budget-constrained0 labelsNone
Scale-constrained1 labelNone
Negative1 labelNone
First choiceAlternativeMentionNegative16 labels in all, every segment counted; 1 of the 1 first choices count toward share, since the comparative and negative framings do not. The bar is one segment per label class, to scale within the framing.
What the models said for it
Verbatim evidence the judge attached to positive labels.
“If you need more advanced data management, Jitterbit Harmony is a powerful alternative.” Mistral Small · Automation & iPaaS · paraphrase prompt · alternative
“Jitterbit is a strong alternative for ERP and EDI-heavy environments” Mistral Small · Automation & iPaaS · direct prompt · alternative
“Best for practical, high-performance mid-market integration.” Qwen 3.7 Flash · Automation & iPaaS · direct prompt · alternative
“compare Boomi and Jitterbit in a proof of concept” GPT-6 Luna · Automation & iPaaS · paraphrase 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.
No model argued against it.
Named alongside
The products named in the same answers as Jitterbit Harmony, over the 16 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
The products named in the same answers as Jitterbit Harmony, over the 16 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.
ShowHideProductSame answerTook the first choice insteadHead to head
A head-to-head page exists where both products are among a category's top eight. The other rows are the same fact without a page behind them, so they link to the product instead.
What carried it into the answer
The sites and pages cited by the answers that named Jitterbit Harmony. A fact about retrieval, not a lever on the model.
Citations exist only for the models that return a source list, five of the fourteen in this edition, so these counts come from 14 of the 16 answers that named Jitterbit Harmony and are not a share of its labels.
Domains cited
blog.n8n.io5
reply.com4
thedigitalprojectmanager.com4
appseconnect.com3
cio.economictimes.indiatimes.com3
exalate.com3
expertbeacon.com3
activepieces.com2
analyticsinsight.net2
atlassian.com2
Thirty-one of the thirty-one 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 0% of first choices and Workato takes 28%.ShowHide
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 0% of first choices and Workato takes 28%.
ShowHideIn search
Google, US estimatesPosition for “workflow automation and integration platform”
–
not in the top ten
Position for “best workflow automation and integration platform”
–
not in the top ten
- 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 editionShare of first choices
0%
rank 16 of 67 in automation & ipaas
Segment leader
28%
Workato
- First choices
- 1 across its categories
- Named in
- 16 answers
- Its own site cited
- in 14 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
ShowHideAddresses on jitterbit.com
4,719
subdomains included
Content
742
counted in the table below
Documentation
3,664
Product · Integration
26 · 2
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 303 | 2 | 2026-08-26 | Automation & iPaaS, CRM | |
| News or press | 152 | 8 | 2026-09-24 | Automation & iPaaS | |
| Case study | 89 | 5 | 2026-09-17 | Automation & iPaaS | |
| Report or ebook | 43 | 0 | 2026-06-02 | Automation & iPaaS | |
| Webinar or virtual event | 33 | 2 | 2026-09-28 | Automation & iPaaS | |
| Conference or event | 32 | 4 | 2026-09-23 | ||
| Template or tool | 30 | undated | |||
| Glossary or explainer | 27 | 0 | 2026-06-16 | Automation & iPaaS, CRM | |
| Podcast or video | 21 | 6 | 2026-09-17 | Automation & iPaaS | |
| Comparison | 12 | 0 | 2025-07-14 | Automation & iPaaS |
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.
Names read as Jitterbit Harmony
What the judge wrote, as written, with how often. The vendor table decides that these count as Jitterbit Harmony; a claim can dispute any of them.
Jitterbit 4Jitterbit (now Postman) 1
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
Jitterbit Harmony is its own company.
ShowHideIn 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.
Is this your product?
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.