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 25 → 31 of 125
2 categories · Named, not rankedContra
18Judge labels
0First choices
5Negative labels
11 / 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
8 labels, too few to rank
A product needs 10 labels in a category before a share or quadrant is stated. Contra was named 8 times in Internal talent marketpl and 1 other category, where Fuel50 led with 47%. The labels and the evidence are below, counted exactly.
By buyer segmentRead the same way at every buyer size.
Small business29 of 129
0%8 labels
under the label threshold
Mid-market33 of 102
0%7 labels
under the label threshold
Enterprisenot named
0%
No model named it for this buyer.
In internal talent marketpl · 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 Contra 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 |
|---|---|---|---|---|---|---|---|
| Internal talent marketplace | Performance and talent management | 0% | 33 of 102 | 29% | 7 | under 10 labels · led by Fuel50 at 47% | =heldSince September 2026: 0% → 0%, ±0 points. Inside the 13-point floor: within noise. Read over the models both editions asked. |
| Contingent workforce management | Workforce planning and analytics | 0% | 37 of 121 | 0% | 1 | under 10 labels · led by VectorVMS at 16% | newNew since September 2026: not ranked then, 0% now. |
Movement
Since September 2026, Contra held within the floor in all two categories: no change cleared 13 points.
Best category · Internal talent marketpl · by segment
Mid-market=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 20 → 78 of 93
All categories · Mid-market
| Category | September 2026 | Now | Change | Reading | Rank |
|---|---|---|---|---|---|
| Internal talent marketpl | 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 20 → 33 of 102 |
| Contingent workforce man | 0% | 0% | newNew since September 2026: not ranked then, 0% now. | New this edition | Rank 37 of 121, 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 Contra 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 Contra 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 | 1 | 1 |
| GPT-5.4 mini | 0 | 0 | 0 | 0 | 0 |
| Gemini 3.5 Flash | 0 | 1 | 0 | 0 | 1 |
| 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 | 0 | 0 | 0 | 0 |
| Llama 4 Maverick | 0 | 0 | 0 | 0 | 0 |
| Qwen 3.7 Flash | 0 | 1 | 0 | 0 | 1 |
| Kimi K2 | 0 | 0 | 1 | 1 | 2 |
| GLM 4.7 FlashX | 0 | 0 | 0 | 0 | 0 |
| MiniMax M2.5 | 0 | 0 | 1 | 0 | 1 |
| GPT-6 Luna | 0 | 1 | 0 | 0 | 1 |
| Muse Glimmer 30B | 0 | 0 | 1 | 0 | 1 |
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
Direct0 labelsNone
Paraphrase0 labelsNone
Comparative9 labels1not counted in share
Budget-constrained0 labelsNone
Scale-constrained1 labelNone
Negative8 labelsNone
First choiceAlternativeMentionNegative18 labels in all, every segment counted; 0 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.
“consider diversifying into zero-commission platforms (like *Contra* or *Hubstaff Talent*)” Gemini 3.5 Flash · Internal talent marketpl · negative prompt · alternative
“Want a portfolio-led workflow or already have freelancers to bring in? Contra.” GPT-6 Luna · Internal talent marketpl · comparative prompt · alternative
“tools like Upwork Pro, Contra, or TalentDesk may be more appropriate” Qwen 3.7 Flash · Contingent workforce man · scale 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.
“users dissatisfied with customer support, limited jobs, and payment issues” Claude Haiku 4.5 · Internal talent marketpl · negative prompt · hard negative
“Very low Trustpilot score (2.1/5 from 65 reviews); login issues, poor support” Kimi K2 · Internal talent marketpl · negative prompt · soft negative
Named alongside
The products named in the same answers as Contra, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Contra was named but was not.ShowHide
Named alongside
The products named in the same answers as Contra, over the 18 answers that named it. Took the first choice instead counts the answers where the other product was the first choice and Contra 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 Contra. 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 18 of the 18 answers that named Contra and are not a share of its labels.
Domains cited
g2.com8
upwork.com7
fiverr.com6
golance.com6
outsourceaccelerator.com5
trustpilot.com5
awesomic.com4
lemon.io4
colorlib.com3
cotocus.com3
Fifty-one of the fifty-one domain citations in answers naming Contra came from somebody else's page.
Pages cited
Pages are listed as the models cited them.
Search and answers
contrastsecurity.com is not in Google's top ten for any of the category's searches. In the answers, Contra takes 0% of first choices and Fuel50 takes 47%.ShowHide
Search and answers
contrastsecurity.com is not in Google's top ten for any of the category's searches. In the answers, Contra takes 0% of first choices and Fuel50 takes 47%.
ShowHideIn search
Google, US estimatesPosition for “talent marketplaces”
–
not in the top ten
Position for “internal talent marketplace”
–
not in the top ten
- Searches for its name, Google
- 49,500 a month (“contra”)
- AI search demand for its name, est.
- 19,791 a month
- Organic visits to its site
- about 54,118 a month
- Searches its site ranks for
- 4,323 · 263 in the top three
- Sites linking to it
- 2,719
- Paid Google search
- No ads found in the estimate; that does not mean it runs none
In answers
This editionShare of first choices
0%
rank 33 of 102 in internal talent marketpl
Segment leader
47%
Fuel50
- First choices
- 0 across its categories
- Named in
- 18 answers
- Its own site cited
- in 18 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 contrastsecurity.com
2,341
subdomains included
Content
488
counted in the table below
Documentation
926
Product · Integration
2 · 1
| Kind | Pages | Last 90 days | 2025-10 to 2026-09 | Latest | Categories named |
|---|---|---|---|---|---|
| News or press | 133 | undated | |||
| Glossary or explainer | 132 | 0 | 2025-12-09 | ||
| Blog | 77 | undated | |||
| Report or ebook | 54 | undated | |||
| Webinar or virtual event | 32 | 0 | 2026-06-18 | ||
| Podcast or video | 29 | 0 | 2025-12-09 | ||
| Comparison | 13 | 0 | 2026-05-06 | ||
| Conference or event | 11 | undated | |||
| Case study | 4 | 0 | 2025-10-21 | ||
| Template or tool | 3 | undated |
Most recent
- 2026-06-18Webinar od mythos readiness briefing webinar or virtual event
- 2026-05-28Webinar od prompt to production webinar or virtual event
- 2026-05-06Vibe coding security ai vs adr comparison
- 2026-04-22Webinar od age of ai attacks webinar or virtual event
- 2026-03-18Claude ai sast and the future of application security webinar or virtual event
- 2026-02-17Od french luxury adr webinar or virtual event
How it is countedHide how it is counted
Every page contrastsecurity.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 Contra
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
Contra is its own company.ShowHide
The company
Contra is its own company.
ShowHideIn its own words
Stated by the vendor, not checked- Positioning
- Runtime Application Security for AI-Generated Code
- For
- AI-generated code
- Price stated
- FREE $0; PRO $750 / month billed annually; Enterprise talk to sales for a quote contrastsecurity.com/pricing-and-packaging
- Starting price
- 0 contrastsecurity.com/pricing-and-packaging
- Free plan or trial
- Try Contrast contrastsecurity.com
- Hosting
- United States of America
- Customers named
- Backbase
- Not stated on the pages read
- Integrations, certifications
What Contra's own pages state, read September 28, 2026: contrastsecurity.com, contrastsecurity.com/pricing-and-packaging, trust.contrastsecurity.com, contrastsecurity.com/platform, contrastsecurity.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 Contra'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 Contra, 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 Contra by email, built from the raw record of the edition. It shows:
- where Contra 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 Contra, 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.