| Category | Function | Share | Rank | Negative rate | Labels | Quadrant |
|---|---|---|---|---|---|---|
| Interview scheduling | Talent acquisition | 9% | 5 of 72 | 24% | 45 | accepted challenger |
| AI recruiting assistants | Talent acquisition | 0% | 27 of 84 | 0% | 4 | under 10 labels · led by GoPerfect at 19% |
| Model | First choice | Alternative | Mention | Negative | Labels |
|---|---|---|---|---|---|
| Claude Haiku 4.5 | 1 | 1 | 0 | 0 | 2 |
| GPT-5.4 mini | 1 | 2 | 0 | 1 | 4 |
| Gemini 3.5 Flash | 1 | 0 | 1 | 3 | 5 |
| Perplexity Sonar | 0 | 3 | 1 | 1 | 5 |
| Grok 4.1 Fast | 3 | 0 | 0 | 2 | 5 |
| Mistral Small | 1 | 2 | 0 | 0 | 3 |
| DeepSeek V4 Flash | 1 | 2 | 1 | 2 | 6 |
| Llama 4 Maverick | 0 | 0 | 2 | 0 | 2 |
| Qwen 3.7 Flash | 1 | 3 | 0 | 1 | 5 |
| Kimi K2 | 2 | 1 | 1 | 0 | 4 |
| GLM 4.7 FlashX | 0 | 2 | 2 | 0 | 4 |
| MiniMax M2.5 | 0 | 2 | 1 | 1 | 4 |
Verbatim evidence the judge attached to positive labels.
“Choose GoodTime if you have a dedicated recruiting team and want to automate the administrative side of interviewing” Qwen 3.7 Flash · Interview scheduling · comparative prompt · first choice
“GoodTime is the top choice for enterprises whose scheduling challenge extends beyond simple booking” Claude Haiku 4.5 · Interview scheduling · comparative prompt · first choice
“Best overall for mid-market recruiting teams: GoodTime if you run multi-interviewer panels” GPT-5.4 mini · Interview scheduling · direct prompt · first choice
“Differentiator: The gold standard for high-volume, complex multi-panel coordination at scale” Kimi K2 · Interview scheduling · comparative prompt · first choice
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.
“Avoid ATS-style recruiting platforms like Breezy HR, Workable, or GoodTime if budget is tight” Perplexity Sonar · Interview scheduling · budget prompt · hard negative
“Enterprise, quote-only, often thousands per month — avoid these on a limited budget” DeepSeek V4 Flash · Interview scheduling · budget prompt · hard negative
“Frequent reports of bugs like missing time slots, crashes, slow performance, calendar sync glitches, and timezone issues.” Grok 4.1 Fast · Interview scheduling · negative prompt · soft negative
“Some users report frequent bugs related to calendar syncing and occasional unresponsiveness in customer support.” Qwen 3.7 Flash · Interview scheduling · negative prompt · soft negative
Citations exist only for the models that return a source list, four of the twelve in this edition, so these counts come from 115 of the 135 answers that named GoodTime and are not a share of its labels.
456 of the 515 domain citations in answers naming GoodTime came from somebody else's page.
Pages are listed as the models cited them.
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 GoodTime'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 GoodTime, applied by version and listed in the change log; and a one-line description supplied by the vendor and marked as such.
It does not get any change to labels, shares or verdicts, any preview, or any say over which quotes appear. A verification link goes to your work email; an address at goodtime.io is approved on the spot, any other address is reviewed by hand.
Your name and company appear on the claimed page, or the company alone if you ask below. A title and a LinkedIn address appear there too if you give them, and are left off if you do not. Your email address is never published.