Small business=heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
0%from 0% in September 2026
Inside the floor by 13 pointsRank 98 → 107 of 108
2 categories · RankedMoveworks
63Judge labels
14First choices
14Negative labels
14 / 14Models named it
2Categories
October 2026 Edition. Every number here is derived from the raw labels under vendor table v2026-10.7, every buyer segment counted.
Best standing
27% in HR AI assistants for enterprise buyers
Rank 9 of 142 in the mid-market standingcriticized challenger
1 of 14 models made it the first choice on the direct prompt; 33% of its 18 labels there were negative.
What the models named instead of Moveworks →By buyer segmentStrongest at enterprise.
Small business118 of 121
0%5 labels
under the label threshold
Mid-market9 of 142
2%18 labels
criticized challenger
Enterprise1 of 110
27%33 labels
accepted challenger
In hr ai assistants · 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 Moveworks 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 |
|---|---|---|---|---|---|---|---|
| HR AI assistants | Onboarding and employee experience | 2% | 9 of 142 | 33% | 18 | criticized challenger | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| HR help desk and case management | Onboarding and employee experience | 0% | 30 of 108 | 0% | 3 | under 10 labels · led by Zoho Desk at 19% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
Movement
Since September 2026, Moveworks held within the floor in all two categories: no change cleared 13 points.
Best category · HR AI assistants · by segment
Mid-market▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
2%from 4% in September 2026
Inside the floor by 11 pointsRank 9 of 124, unchanged
Enterprise▲+3Since September 2026: 24% → 28%, +3 points. Inside the 13-point floor: within noise. Read over the models both editions asked.
28%from 24% in September 2026
Inside the floor by 10 pointsRank 2 → 1 of 94
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| HR AI assistants | 4% | 2% | ▼−2Since September 2026: 4% → 2%, −2 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 9 of 142, unchanged |
| HR help desk | 0% | 0% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. | Within noise | Rank 40 → 30 of 108 |
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 13 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 Moveworks 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 Moveworks 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 | 1 | 0 | 0 | 0 | 1 |
| GPT-5.4 mini | 1 | 0 | 0 | 0 | 1 |
| Gemini 3.5 Flash | 1 | 0 | 0 | 2 | 3 |
| Perplexity Sonar | 1 | 0 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 1 | 2 | 1 | 4 |
| Mistral Small | 0 | 1 | 1 | 0 | 2 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 1 | 1 |
| Llama 4 Maverick | 0 | 0 | 0 | 1 | 1 |
| Qwen 3.7 Flash | 1 | 0 | 0 | 0 | 1 |
| Kimi K2 | 0 | 2 | 0 | 0 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 1 | 0 | 0 | 1 |
| GPT-6 Luna | 0 | 0 | 0 | 0 | 0 |
| Muse Glimmer 30B | 0 | 1 | 1 | 1 | 3 |
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
Direct11 labels9
Paraphrase14 labels4
Comparative24 labels10not counted in share
Budget-constrained6 labels1
Scale-constrained3 labelsNone
Negative5 labels3not counted in share
First choiceAlternativeMentionNegative63 labels in all, every segment counted; 14 of the 27 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.
“Moveworks stands out as the only solution with a dedicated Reasoning Engine that converts natural-language HR requests into permission-aware, multi-step workflows” Claude Haiku 4.5 · HR AI assistants · comparative prompt · first choice
“If your biggest pain point is employee ticket volume ... look at Moveworks or Leena AI.” Gemini 3.5 Flash · HR AI assistants · comparative prompt · first choice
“If you need to reduce HR ticket volume: Look at Moveworks or Leena AI.” Qwen 3.7 Flash · HR AI assistants · comparative prompt · first choice
“Need a dedicated AI assistant across HR/IT/Finance? Go with Moveworks” GPT-5.4 mini · HR AI assistants · direct 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.
“Large-enterprise solutions (like Moveworks) are often too expensive and require months of configuration” Gemini 3.5 Flash · HR AI assistants · paraphrase prompt · soft negative
“no huge enterprise contracts like Moveworks (better for 1,000+ but pricier and slower to implement)” Grok 4.1 Fast · HR AI assistants · paraphrase prompt · soft negative
“Rather than buying an expensive, enterprise-level platform like Moveworks or ServiceNow” Gemini 3.5 Flash · HR AI assistants · budget prompt · soft negative
“quote-only pricing lands at six figures — too expensive for most mid-sized companies” DeepSeek V4 Flash · HR AI assistants · paraphrase prompt · soft negative
Named alongside
The products named in the same answers as Moveworks, over the 63 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Moveworks was named but was not.ShowHide
Named alongside
The products named in the same answers as Moveworks, over the 63 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Moveworks 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 Moveworks. 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 63 of the 63 answers that named Moveworks and are not a share of its labels.
Domains cited
moveworks.comYour site52
peoplemanagingpeople.com31
wonderchat.io27
humand.co25
intervue.io22
workativ.com19
resources.rework.com15
wotnot.io14
g2.com12
chatling.ai11
176 of the 228 domain citations in answers naming Moveworks came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
moveworks.com ranks 2 on Google for the category's searches. In the answers, Moveworks takes 2% of first choices and MeBeBot takes 21%.ShowHide
Search and answers
moveworks.com ranks 2 on Google for the category's searches. In the answers, Moveworks takes 2% of first choices and MeBeBot takes 21%.
ShowHideIn search
Google, US estimatesPosition for “hr ai assistants”
2
Position for “ai assistant for hr teams”
–
not in the top ten
- Searches for its name, Google
- 8,100 a month (“moveworks”)
- AI search demand for its name, est.
- 267 a month
- Organic visits to its site
- about 54,644 a month
- Searches its site ranks for
- 6,277 · 331 in the top three
- Sites linking to it
- 4,642
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
2%
rank 9 of 142 in HR AI assistants
Segment leader
21%
MeBeBot
- First choices
- 14 across its categories
- Named in
- 63 answers
- Its own site cited
- in 63 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 moveworks.com
5,134
subdomains included
Content
1,394
counted in the table below
Documentation
3,513
Product · Integration
46 · 74
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Blog | 592 | 15 | 2026-09-25 | ||
| News or press | 329 | 0 | 2023-07-21 | ||
| Report or ebook | 125 | undated | |||
| Podcast or video | 104 | undated | |||
| Glossary or explainer | 67 | 2 | 2026-08-14 | ||
| Webinar or virtual event | 63 | undated | |||
| Case study | 49 | undated | |||
| Comparison | 40 | 2 | 2026-09-25 | ||
| Conference or event | 18 | 1 | 2026-08-19 | ||
| Template or tool | 7 | 0 | 2026-06-26 |
Most recent
- 2026-09-25How ai is changing it operations analytics blog
- 2026-09-25Ai productivity tools for business blog
- 2026-09-25Differences between ai vs automation comparison
- 2026-09-25Enterprise virtual assistant evaluation guide it hr leaders blog
- 2026-09-25Ai for government hr service delivery agentic ai0 blog
- 2026-09-25Agentic ai government service delivery cases0 blog
How it is countedHide how it is counted
Every page moveworks.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 Moveworks
What the judge wrote, as written, with how often. The vendor table decides that these count as Moveworks; a claim can dispute any of them.
Moveworks for HR 1
Follow Moveworks
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
Moveworks is its own company.ShowHide
The company
Moveworks is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- The AI Assistant platform that gets work done.
- For
- your entire workforce
- Price stated
- Get a Custom Quote For Your Enterprise moveworks.com/us/en/pricing
- Certifications
- FedRAMP® authorizationISO 27001SOC 2HIPAAGDPRISO/IEC 42001ISO/IEC 27001:2013ISO/IEC 27017:2015
- Hosting
- globallyUS CommercialEU CommercialUS GovCloudCanadaAustraliaUKJapan
- Customers named
- CVS HealthToyota North AmericaBambooHRInstacartCoca-Cola ConsolidatedAkzoNobelProcoreMicron
- Not stated on the pages read
- Starting price, free plan or trial, integrations
What Moveworks's own pages state, read September 28, 2026: moveworks.com, moveworks.com/us/en/pricing, moveworks.com/us/en/platform/security, moveworks.com/us/en/platform, moveworks.com/us/en/customers. 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 Moveworks'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 Moveworks, 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 Moveworks by email, built from the raw record of the edition. It shows:
- where Moveworks 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 Moveworks, 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.