Applicant tracking systems: what fourteen AI models recommend, and why, November 2026
Fourteen AI models were asked for applicant tracking system six ways each, on behalf of a small, a mid-market and an enterprise B2B company: 252 answers, in which a judge labeled 53 products. Nine of them carry at least 10 labels and a first choice, and are ranked. This guide walks the top eight in the order the mid-market standing puts them, with what the models said for and against each, in their words. Greenhouse leads at 30% of first choices, and the standing is contested.
At a glance
| Product | First-choice share | Negative rate | Labels | Leads for | Quadrant | |
|---|---|---|---|---|---|---|
| 1 |  Greenhouse | 30% | 9% | 57 | Mid-market, Enterprise | accepted challenger |
| 2 |  Workable | 16% | 5% | 42 | none | accepted challenger |
| 3 |  Breezy HR | 14% | 0% | 30 | Small business | accepted challenger |
| 4 |  Ashby | 11% | 2% | 41 | none | accepted challenger |
| 5 |  Zoho Recruit | 9% | 0% | 26 | none | accepted challenger |
| 6 |  Lever | 5% | 8% | 50 | none | accepted challenger |
| 7 |  100Hires | 4% | 0% | 17 | none | accepted challenger |
| 8 |  Manatal | 4% | 7% | 14 | none | accepted challenger |
The full standing, every product with 10 labels or more, is on the category page, with the products at zero and the ones warned against.
How a product gets on this list
The judge reads every answer
A product is on the record because a model named it in an answer and the judge labeled the naming: first choice, alternative, mention, caution or warning, each with the sentence it came from. 53 products were named for applicant tracking system this edition.
10 labels and a first choice
A product is ranked once it carries 10 labels in a segment and at least one first choice there. Below that it is named but not ranked, and it says so on its page. The vendor table that folds spellings into products is versioned; this page was scored under v2026-11.3.
The noise floor
The same categories are asked again with nothing changed to measure how much an answer moves on its own. A change in share smaller than the floor is not reported as a change. The repeat, model by model.
The six questions
| Framing | The question |
|---|---|
| Direct | What is the best applicant tracking system for a mid-market B2B company? |
| Paraphrase | Which ATS would you recommend to a mid-sized B2B company? |
| Comparative | What are the top applicant tracking systems and how do they differ? |
| Budget-constrained | What is the best applicant tracking system for a company with a limited budget? |
| Scale-constrained | We are a 500 person company evaluating an applicant tracking system. What should we look at? |
| Negative | Which applicant tracking systems should I avoid or be cautious about? |
1. Greenhouse
Greenhouse is #1 of 9 for the mid-market buyer at 30% of first choices, from 57 labels by 14 of 14 models; 9% of those labels were cautions or warnings. Six of fourteen models named it first on the direct question. It led the direct, paraphrase, comparative, scale-constrained, negative framings. By buyer: small business unranked; mid-market #1 of 9 at 30%; enterprise #1 of 7 at 42%.
5 of 14 models argued against it somewhere in their answers, 1 as a warning.
What the models said for it
“Greenhouse is the most cited leader for structured, process-heavy hiring with interview kits, scorecards and deep reporting built for mid-market and enterprise teams.” Muse Glimmer 30B · paraphrase prompt · first choice
“Best Overall for Most Mid-Market B2B Teams: Greenhouse – Excels in structured hiring, detailed reporting/analytics, and scalability.” Grok 4.20 · direct prompt · first choice
And against it
“Avoid expensive enterprise systems like Greenhouse or Lever unless you have the scale” Qwen 3.7 Flash · budget prompt · hard negative
2. Workable
Workable is #2 of 9 for the mid-market buyer at 16% of first choices, from 42 labels by 14 of 14 models; 5% of those labels were cautions or warnings. Four of fourteen models named it first on the direct question. By buyer: small business #3 of 7 at 14%; mid-market #2 of 9 at 16%; enterprise unranked.
What the models said for it
“For a 500-person company, Workable or Recruitee often hit the sweet spot of capability, transparency, and adoption.” Kimi K2 · scale prompt · first choice
“Workable – Highly rated for its ease of use, strong candidate tracking, and excellent job distribution features.” Mistral Small · paraphrase prompt · first choice
And against it
“users report issues with the company's customer support, and its pricing model raises concerns about high costs” Claude Haiku 4.5 · negative prompt · soft negative
“Avoid Workday Recruiting and SmartRecruiters unless you have enterprise-level needs” Kimi K2 · direct prompt · soft negative
3. Breezy HR
Breezy HR is #3 of 9 for the mid-market buyer at 14% of first choices, from 30 labels by 13 of 14 models; 0% of those labels were cautions or warnings. Two of fourteen models named it first on the direct question. It led the budget-constrained framing. By buyer: small business #1 of 7 at 32%; mid-market #3 of 9 at 14%; enterprise unranked.
What the models said for it
“If you hire only 1 role at a time and want to spend $0: Go with Breezy HR (for ease of use) or Zoho Recruit.” Gemini 3.5 Flash · budget prompt · first choice
“Breezy HR stands out as the best applicant tracking system (ATS) for a company with a limited budget” Grok 4.20 · budget prompt · first choice
And against it
No negative label in this category carried a quote.
4. Ashby
Ashby is #4 of 9 for the mid-market buyer at 11% of first choices, from 41 labels by 14 of 14 models; 2% of those labels were cautions or warnings. Four of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #4 of 9 at 11%; enterprise #7 of 7 at 2%.
What the models said for it
“Ashby | Extremely fast, modern UI, built-in CRM & advanced analytics in one product. | High-growth tech/scaling companies that want deep data and speed.” Gemini 3.5 Flash · scale prompt · first choice
“For most mid-market B2B companies, Ashby offers the best combination of modern capabilities, transparent pricing, and all-in-one functionality.” DeepSeek V4 Flash · direct prompt · first choice
And against it
“Ashby has a score of 7.7 and offers tiered plans, but its mobile apps and career site builder are not verified” Llama 4 Maverick · comparative prompt · soft negative
5. Zoho Recruit
Zoho Recruit is #5 of 9 for the mid-market buyer at 9% of first choices, from 26 labels by 14 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #4 of 7 at 14%; mid-market #5 of 9 at 9%; enterprise unranked.
What the models said for it
“Zoho is a top contender for tight budgets because it offers a robust Free plan for startups and small businesses” Qwen 3.7 Flash · budget prompt · first choice
And against it
No negative label in this category carried a quote.
6. Lever
Lever is #6 of 9 for the mid-market buyer at 5% of first choices, from 50 labels by 13 of 14 models; 8% of those labels were cautions or warnings. One of fourteen models named it first on the direct question. By buyer: small business unranked; mid-market #6 of 9 at 5%; enterprise #5 of 7 at 4%.
What the models said for it
“Top Pick: Lever ... Choose Lever if you want the best balance of functionality, scalability, and modern features” Kimi K2 · paraphrase prompt · first choice
“Lever / Greenhouse: The gold standard for scaling tech companies. Highly customizable, great analytics” Qwen 3.7 Flash · scale prompt · first choice
And against it
“Avoid expensive enterprise systems like Greenhouse or Lever unless you have the scale” Qwen 3.7 Flash · budget prompt · hard negative
“Works adequately for tracking candidates (though some users find it lacking in reporting and sourcing)” GLM 4.7 FlashX · negative prompt · soft negative
7. 100Hires
100Hires is #7 of 9 for the mid-market buyer at 4% of first choices, from 17 labels by 11 of 14 models; 0% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #2 of 7 at 20%; mid-market #7 of 9 at 4%; enterprise unranked.
What the models said for it
“100Hires and Zoho Recruit are top choices due to their low cost and robust features” Mistral Small · budget prompt · first choice
“🏆 Top Recommendation: 100Hires” DeepSeek V4 Flash · budget prompt · first choice
And against it
No negative label in this category carried a quote.
8. Manatal
Manatal is #8 of 9 for the mid-market buyer at 4% of first choices, from 14 labels by 10 of 14 models; 7% of those labels were cautions or warnings. Zero of fourteen models named it first on the direct question. By buyer: small business #6 of 7 at 5%; mid-market #8 of 9 at 4%; enterprise unranked.
What the models said for it
“The best applicant tracking system for a company with a limited budget is Manatal, which is available at $15 per user a month” Llama 4 Maverick · budget prompt · first choice
And against it
“May feel cumbersome for managing large candidate pools.” GLM 4.7 FlashX · negative prompt · soft negative
Where the models split
By framing, mid-market buyer
| Framing | Named first most often | Then |
|---|---|---|
| Direct | Greenhouse 6 of 14 models | Ashby (4), Workable (4), Breezy HR (2) |
| Paraphrase | Greenhouse 9 of 14 models | Workable (4), Ashby (1), Lever (1) |
| Comparative | Greenhouse 6 of 14 models | Lever (3), Workable (3), iCIMS (1) |
| Budget-constrained | Breezy HR 6 of 14 models | Zoho Recruit (5), 100Hires (2), Manatal (2) |
| Scale-constrained | Greenhouse 2 of 14 models | Ashby (1), Lever (1), Recruitee (1) |
| Negative | Greenhouse 2 of 14 models | Lever (1) |
By buyer
| Buyer | Leads | Then |
|---|---|---|
| Small business | Breezy HR 32% | 100Hires, Workable, Zoho Recruit |
| Mid-market | Greenhouse 30% | Workable, Breezy HR, Ashby |
| Enterprise | Greenhouse 42% | iCIMS, Workday Recruiting, SmartRecruiters |
Questions the record answers
Which applicant tracking system do AI models name first most often?
Greenhouse, in 30% of first choices for a mid-market B2B company in the November 2026 Edition, from 57 labels. The standing is contested: the models did not settle on one product.
Does the answer change with the size of the company?
Small business: Breezy HR at 32%. Mid-market: Greenhouse at 30%. Enterprise: Greenhouse at 42%. Each standing is computed within its segment and never pooled.
Which framing changes the answer?
The direct, paraphrase, budget and scale framings count toward share. The product named first differs by framing: direct Greenhouse; paraphrase Greenhouse; comparative Greenhouse; budget-constrained Breezy HR; scale-constrained Greenhouse; negative Greenhouse. The table above has the counts.
How stable is one answer?
The repeat measurement is published with the next edition.
Where do the answers come from?
Fourteen of the fourteen models return sources. Their 74 answers here cite 714 pages; the sites cited most are forbes.com, leadchangegroup.com, lever.co. The category page lists them all.
Can a vendor pay to be on this list?
No. A product is on the record because a model named it. A vendor can claim its page, propose corrections to the vendor table and be told when its standing moves; it cannot change a label, a share or a rank, and the publisher's conflicts are disclosed on the method page.
The rest of the record on applicant tracking systems
The page is published under CC BY 4.0. The output is the models' output; nothing here is a recommendation by the index.