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Job advertising and distribution · October 2026 Edition

Appcast vs PandoLogic

Three of fourteen models named Appcast first on the direct prompt; one named PandoLogic. Appcast was named by fourteen of the fourteen models and PandoLogic by nine and Appcast carries 34 labels and PandoLogic 14, so the shares are not directly comparable.

Appcast

accepted challenger

Named in two categories this edition.

PandoLogic

accepted challenger

Named in two categories this edition.

First-choice share15%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%14%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#2#8A position in a field of 14; printed, not drawn.
Labels3414A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Appcast reading right to left. Rank and label count are printed, not drawn.Joveo was named alongside these two in eight of the fourteen direct answers. JobTarget vs Appcast · JobTarget vs PandoLogic · Appcast vs Joveo

Share is the count of first choices across the direct, paraphrase, budget and scale prompts over all fourteen models, for a mid-market B2B company; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the job advertising and distribution page.

By framing

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
AppcastFirst choices, of fourteen modelsPandoLogic
Direct311 against PandoLogic
Paraphrase001 against Appcast
Comparative00
Budget-constrained403 against Appcast · 1 against PandoLogic
Scale-constrained101 against Appcast
Negative00
Bars are first choices, 0 to 14 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to fourteen.

Across every category in the October 2026 Edition, Appcast and PandoLogic were named in the same answer thirty-one times, of the 154 answers naming Appcast and the 37 naming PandoLogic. In those answers PandoLogic took the first choice two times and Appcast eight.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where Appcast and PandoLogic stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
GPT-6 Luna
Muse Glimmer 30B
Appcast PandoLogic first choice named as an alternative argued againstblank: not namedEach cell is one answer, Appcast on the left and PandoLogic on the right.

The direct prompt

The plain question, one answer per model, grouped by where Appcast and PandoLogic stood in it.

Appcast first, PandoLogic an alternative

3 of 14 modelsPandoLogic was named in the answer but not as the choice, or not at all.
DeepSeek V4 FlashAppcast alternatives: Joveo, Talroo, VONQ
Qwen 3.7 FlashAppcast alternatives: Joveo, LinkedIn Ads, Talroo
MiniMax M2.5Appcast, LinkedIn Talent Solutions alternatives: Adway, Indeed Programmatic, PandoLogic

PandoLogic first, Appcast an alternative

1 of 14 modelsAppcast was named in the answer but not as the choice, or not at all.
Grok 4.1 FastPandoLogic alternatives: Appcast, Recruitics

Neither was the first choice, one was named

7 of 14 modelsThe answer put something else first and named one of the two as an alternative.
Claude Haiku 4.5Joveo alternatives: Appcast, JobTarget
GPT-5.4 miniJoveo alternatives: Appcast, JobTarget, Talroo, Veritone Hire
Perplexity SonarStackAdapt alternatives: 6sense, Appcast, Demandbase
Kimi K2Joveo alternatives: Appcast
GLM 4.7 FlashXJobTarget alternatives: Appcast, Joveo, PandoLogic, Recruitics
GPT-6 LunaJobTarget Programmatic+ alternatives: Appcast
Muse Glimmer 30BJoveo alternatives: Appcast

Neither was named

3 of 14 modelsThe answer made no first choice from these two in this category.
Gemini 3.5 FlashAdway alternatives: JobTarget, Joveo, Veritone Hire
Mistral SmallAdaptive Talent alternatives: JobAdX, TalentBurst
Llama 4 Maverickno first choice

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Appcast leads by nine points.
Appcast11%#3 of 13
PandoLogic2%#– of 13
The full small business standing →
Mid-marketThe figures above
Appcast leads by thirteen points.
Appcast15%#2 of 14
PandoLogic2%#8 of 14
The full mid-market standing →
Enterprise
Appcast leads by forty-two points.
Appcast43%#1 of 11
PandoLogic2%#7 of 11
The full enterprise standing →

What the models said about Appcast

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of seven in this category shown.

“Avoid these on a tight budget: These platforms charge monthly software fees ranging from $500 to $2,000+ per month.” Qwen 3.7 Flash · budget prompt · hard negative
“While enterprise heavyweights like *Appcast* and *Joveo* are industry giants... ask specifically for their managed services ... so you aren't overwhelmed by enterprise-level complexity.” Gemini 3.5 Flash · scale prompt · soft negative
“buying a massive, standalone enterprise distribution tool (like Broadbean or Appcast) is often overkill and highly inefficient” Gemini 3.5 Flash · paraphrase prompt · soft negative
“Choose Appcast if: You are primarily hiring in North America... You want the industry standard with proven reliability.” Qwen 3.7 Flash · direct prompt · first choice
“For most mid-market B2B companies, [Appcast](https://www.appcast.com) is the strongest overall choice” DeepSeek V4 Flash · direct prompt · first choice
“Some options to consider include Appcast, which has a minimum campaign spend of $200-$300” Llama 4 Maverick · budget prompt · first choice

What the models said about PandoLogic

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.

“quote-based and geared toward higher-volume hiring, often not suiting tight budgets” Grok 4.1 Fast · budget prompt · soft negative
“It may be overkill (and over-budget) for a mid-market B2B company” Kimi K2 · direct prompt · soft negative
“Strongest overall fit for mid-market ... Start with PandoLogic for a mid-market B2B company” Grok 4.1 Fast · direct prompt · first choice
“AI-driven budget allocation across 150+ job sites; CPC or CPA model” GLM 4.7 FlashX · direct prompt · alternative
“AI-powered programmatic platform - Good for mid-market companies” MiniMax M2.5 · direct prompt · alternative
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.