# Job advertising and distribution: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "programmatic job advertising platform" and as "job posting distribution tool", six framings each, to fourteen models with search on, on behalf of a mid-market B2B company. Page: https://www.gane.ai/index/hr/talent/job-advertising-and-distribution

**Standing:** Appcast (tied with JobTarget) leads with 20% of first choices; verdict contested. 61 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Appcast](https://www.gane.ai/index/hr/vendors/appcast/index.md) | 20% | 12% | 43 |
| 2 | [JobTarget](https://www.gane.ai/index/hr/vendors/jobtarget/index.md) | 20% | 0% | 29 |
| 3 | [Joveo](https://www.gane.ai/index/hr/vendors/joveo/index.md) | 18% | 16% | 38 |
| 4 | [Workable](https://www.gane.ai/index/hr/vendors/workable/index.md) | 13% | 0% | 12 |
| 6 | [Indeed](https://www.gane.ai/index/hr/vendors/indeed/index.md) | 5% | 37% | 35 |
| 7 | [ZipRecruiter](https://www.gane.ai/index/hr/vendors/ziprecruiter/index.md) | 5% | 30% | 30 |
| 8 | [Broadbean](https://www.gane.ai/index/hr/vendors/broadbean/index.md) | 5% | 9% | 11 |
| 9 | [LinkedIn Jobs](https://www.gane.ai/index/hr/vendors/linkedin-jobs/index.md) | 2% | 37% | 30 |
| 14 | [Talroo](https://www.gane.ai/index/hr/vendors/talroo/index.md) | 0% | 0% | 11 |
| 15 | [Handshake](https://www.gane.ai/index/hr/vendors/handshake/index.md) | 0% | 0% | 11 |
| 16 | [Recruitics](https://www.gane.ai/index/hr/vendors/recruitics/index.md) | 0% | 17% | 18 |
| 24 | [Glassdoor](https://www.gane.ai/index/hr/vendors/glassdoor/index.md) | 0% | 29% | 17 |

Rank is by share of first choices among all 102 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Appcast, Joveo; alternatives LinkedIn Ads, Recruitics, StackAdapt
- GPT-5.4 mini: Joveo; alternatives JobTarget, PandoLogic, Veritone Hire
- Gemini 3.5 Flash: PandoLogic; alternatives Appcast, Joveo, Recruitics
- Perplexity Sonar: JobTarget; alternatives Appcast, Joveo, Recruitics
- Grok 4.20: Joveo; alternatives Appcast, JobTarget, Talroo, Veritone Hire
- Mistral Small: Appcast, JobTarget; alternatives Joveo, Radancy
- DeepSeek V4 Flash: JobTarget; alternatives Appcast, Joveo
- Llama 4 Maverick: Appcast; alternatives JobTarget, Recruitics
- Qwen 3.7 Flash: Appcast; alternatives Joveo, PandoLogic
- Kimi K2: Appcast, JobTarget; alternatives Talroo
- GLM 4.7 FlashX: Appcast, Joveo; alternatives JobTarget, Recruitics, VONQ
- MiniMax M2.5: Joveo; alternatives Appcast, JobTarget, Recruitics
- GPT-6 Luna: JobTarget Programmatic+; alternatives Appcast
- Muse Glimmer 30B: Appcast, JobTarget Programmatic+, Joveo; alternatives JobAdX, Radancy, Recruitics, Veritone Hire Programmatic formerly PandoLogic

## Sources the answers cite

73 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- g2.com: 37 answers, 85 citations
- jobtarget.com: 36 answers, 57 citations
- joveo.com: 31 answers, 63 citations
- guideflow.com: 19 answers, 26 citations
- selectsoftwarereviews.com: 17 answers, 17 citations
- recruitcrm.io: 15 answers, 17 citations
- wonderkind.com: 15 answers, 16 citations
- softwarefinder.com: 13 answers, 13 citations

Pages named in the most answers:

- https://jobtarget.com/programmatic-job-advertising (28 answers)
- https://g2.com/categories/programmatic-job-advertising (15 answers)
- https://joveo.com/blog/best-programmatic-job-advertising-platforms (15 answers)
- https://recruitcrm.io/blogs/programmatic-job-advertising (15 answers)
- https://selectsoftwarereviews.com/buyer-guide/programmatic-job-advertising-software (15 answers)
- https://guideflow.com/blog/recruitment-marketing-platforms (13 answers)
- https://guideflow.com/blog/programmatic-job-advertising-software (12 answers)
- https://g2.com/discussions/what-is-the-best-programmatic-job-advertising-software-for-a-mid-size-recruiting-team-that-wants-to-automate-job-distribution-without-needing-a-programmatic-advertising-specialist-on-staff (11 answers)
- https://joveo.com/programmatic-job-advertising-the-ultimate-guide (11 answers)
- https://softwarefinder.com/resources/programmatic-recruitment-software (11 answers)

## Warned against

- Indeed: 13 of 35 labels negative. "Avoid Enterprise-heavy platforms (like Monster/Indeed's traditional enterprise packages)" (Qwen 3.7 Flash, direct prompt)
- LinkedIn Jobs: 11 of 30 labels negative. "Scammers can post or impersonate employers on mainstream platforms too—including Indeed and LinkedIn—so treat the *listing and recruiter* as unverified until you check them." (GPT-6 Luna, negative prompt)
- Monster: 11 of 17 labels negative. "Avoid Enterprise-heavy platforms (like Monster/Indeed's traditional enterprise packages)" (Qwen 3.7 Flash, direct prompt)
- ZipRecruiter: 9 of 30 labels negative. "ZipRecruiter often sends automated mass invites that lead to high application volume but very low candidate quality" (Gemini 3.5 Flash, negative prompt)

## Movement since October 2026

Floor: 13 points of share, measured on the calibration repeat.
New leader: JobTarget (23%) to Appcast (20%). Margin 0 points, within noise.

- Talroo: 10% to 0%, −10. Inside the floor by 3 points · rank 4 → 14 of 102.
- Joveo: 12% to 18%, +6. Inside the floor by 7 points · rank 3 of 102, unchanged.
- Adway: 6% to 0%, −6. Inside the floor by 7 points · rank 6 → 19 of 102.
- Appcast: 15% to 20%, +5. Inside the floor by 8 points · rank 2 → 1 of 102.
- Workable: 8% to 13%, +5. Inside the floor by 8 points · rank 5 → 4 of 102.
- Indeed: 0% to 5%, +5. Inside the floor by 8 points · rank 21 → 6 of 102.
- JobTarget: 23% to 20%, −3. Inside the floor by 10 points · rank 1 → 2 of 102.
- ZipRecruiter: 2% to 5%, +3. Inside the floor by 10 points · rank 7 of 102, unchanged.
- Broadbean: 2% to 5%, +3. Inside the floor by 10 points · rank 8 of 102, unchanged.
- LinkedIn Jobs: 0% to 2%, +2. Inside the floor by 11 points · rank 22 → 9 of 102.
- PandoLogic: 2% to 2%, ±0. Inside the floor by 13 points · rank 9 → 10 of 102.
- Handshake: 0% to 0%, ±0. Inside the floor by 13 points · rank 27 → 15 of 102.

## Record

- Method: https://www.gane.ai/index/hr/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/hr.