Mid-marketnewNew since September 2026: not ranked then, 2% now.
2%from 0% in September 2026
Inside the floor by 11 pointsRank 11 of 124, unchanged
2 categories · Named, not rankedRework
8Judge labels
1First choices
0Negative labels
4 / 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.
Standing
5 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Rework was named 5 times in HR AI assistants and 1 other category, where MeBeBot led with 21%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small businessnot named
0%
No model named it for this buyer.
Mid-market12 of 142
2%3 labels
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
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 Rework 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% | 12 of 142 | 0% | 3 | under 10 labels · led by MeBeBot at 21% | newNew since September 2026: not ranked then, 2% now. |
| Video interviewing | Talent acquisition | 0% | 22 of 66 | 0% | 2 | under 10 labels · led by Spark Hire at 50% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Rework held within the floor in all two categories: no change cleared 13 points.
Best category · HR AI assistants · by segment
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| HR AI assistants | 0% | 2% | newNew since September 2026: not ranked then, 2% now. | New this edition | Rank 12 of 142, unchanged |
| Video interviewing | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 22 of 66, unchanged |
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 Rework 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 Rework 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 | 1 | 0 | 0 | 1 |
| Grok 4.1 Fast | 0 | 0 | 0 | 0 | 0 |
| Mistral Small | 0 | 1 | 0 | 0 | 1 |
| DeepSeek V4 Flash | 0 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 1 | 1 | 1 | 0 | 3 |
| 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 | 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
Direct3 labelsNone
Paraphrase0 labelsNone
Comparative1 labelNone
Budget-constrained4 labels1
Scale-constrained0 labelsNone
Negative0 labelsNone
First choiceAlternativeMentionNegative8 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.
“Rework: A tool that integrates HR functions into a single operating system, making it easier to manage HR tasks and reducing the need for multiple disconnected tools.” Llama 4 Maverick · HR AI assistants · budget prompt · first choice
“If you need deeper integration with other business operations, consider Rework or HR Konnect.” Mistral Small · HR AI assistants · direct prompt · alternative
“Rework if you want the video interview function tightly unified with ATS/HRIS and scheduling” Perplexity Sonar · Video interviewing · direct prompt · alternative
“4. Rework (People app) - best for mid-size teams wanting HR unified with sales and work ops.” Llama 4 Maverick · HR AI assistants · direct 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 Rework, over the 8 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rework was named but was not.ShowHide
Named alongside
The products named in the same answers as Rework, over the 8 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Rework 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 Rework. 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 8 of the 8 answers that named Rework and are not a share of its labels.
Domains cited
resources.rework.comYour site8
pin.com4
firsthr.app3
alicelabs.ai2
darwinbox.com2
guideflow.com2
hiretruffle.com2
hrkonnect.com2
jazzhr.com2
larksuite.com2
Twenty-one of the twenty-nine domain citations in answers naming Rework came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
rework.com is not in Google's top ten for any of the category's searches. In the answers, Rework takes 2% of first choices and MeBeBot takes 21%.ShowHide
Search and answers
rework.com is not in Google's top ten for any of the category's searches. In the answers, Rework takes 2% of first choices and MeBeBot takes 21%.
ShowHideIn search
Google, US estimatesPosition for “hr ai assistants”
–
not in the top ten
Position for “ai assistant for hr teams”
–
not in the top ten
- Organic visits to its site
- about 12,586 a month
- Searches its site ranks for
- 6,968 · 46 in the top three
- Sites linking to it
- 1,161
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
Ads on Google
None found in Google's ad transparency records for the US
In answers
This editionShare of first choices
2%
rank 12 of 142 in HR AI assistants
Segment leader
21%
MeBeBot
- First choices
- 1 across its categories
- Named in
- 8 answers
- Its own site cited
- in 8 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 rework.com
4,042
subdomains included
Content
781
counted in the table below
Documentation
0
Product · Integration
28 · 33
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| Report or ebook | 315 | 0 | 2026-06-12 | ||
| News or press | 182 | 0 | 2026-06-06 | ||
| Comparison | 99 | 4 | 2026-07-06 | ||
| Glossary or explainer | 97 | 43 | 2026-07-20 | ||
| Blog | 60 | 0 | 2026-06-12 | ||
| Case study | 13 | 0 | 2025-10-01 | ||
| Template or tool | 6 | 0 | 2026-05-04 | ||
| Webinar or virtual event | 4 | 0 | 2026-06-20 | ||
| Conference or event | 4 | 0 | 2026-06-01 | ||
| Podcast or video | 1 | 1 | 2026-09-29 |
Most recent
- 2026-09-29Podcast producer podcast or video
- 2026-07-20What is agi glossary or explainer
- 2026-07-20What is the technological singularity glossary or explainer
- 2026-07-20What is the ai bubble glossary or explainer
- 2026-07-20What is the future of ai glossary or explainer
- 2026-07-20What is quantum ai glossary or explainer
How it is countedHide how it is counted
Every page rework.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 Rework
What the judge wrote, as written, with how often. The vendor table decides that these count as Rework; a claim can dispute any of them.
Rework (People app) 2
Follow Rework
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
Rework is its own company.ShowHide
The company
Rework is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- The Agentic Operating System for business
- For
- business
- Price stated
- No credit card · Free for up to 5 users · 14-day trial rework.com
- Starting price
- 69 rework.com/pricing
- Free plan or trial
- Free for up to 5 users · 14-day trial rework.com
- Integrations claimed
- 100 rework.com/platforms
- Certifications
- ISO 27001SOC2ISO certifiedSOC2 certified
- Customers named
- Northwind GroupLumbermartMegachicksBliss HelperDelta DNCEnvirotermEVITJAP Media
- Not stated on the pages read
- Hosting
What Rework's own pages state, read October 5, 2026: rework.com, rework.com/pricing, rework.com/platforms. 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 Rework'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 Rework, 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 Rework by email, built from the raw record of the edition. It shows:
- where Rework 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 Rework, 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.