Assembly vs Awardco
One of fourteen models named Assembly first on the direct prompt; three named Awardco. Assembly was named by thirteen of the fourteen models and Awardco by fourteen and Assembly carries 31 labels and Awardco 47, so the shares are not directly comparable.
Named in two categories this edition.
Named in three categories this edition.
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 recognition and rewards page.
By framing
AssemblyFirst choices, of fourteen modelsAwardco
Across every category in the November 2026 Edition, Assembly and Awardco were named in the same answer fifty times, of the 98 answers naming Assembly and the 156 naming Awardco. In those answers Awardco took the first choice three times and Assembly four.
Every model, every framing
| Model | Direct | Paraphrase | Comparative | Budget-constrained | Scale-constrained | Negative |
|---|---|---|---|---|---|---|
| Claude Haiku 4.5 | | |||||
| GPT-5.4 mini | | | | | ||
| Gemini 3.5 Flash | | | | |||
| Perplexity Sonar | | | | | ||
| Grok 4.20 | | | ||||
| 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 | | | | |
Assembly Awardco first choice named as an alternative argued againstblank: not namedEach cell is one answer, Assembly on the left and Awardco on the right.The direct prompt
Assembly first, Awardco an alternative
1 of 14 modelsAwardco was named in the answer but not as the choice, or not at all.Awardco first, Assembly not the choice
3 of 14 modelsAssembly was named in the answer but not as the choice, or not at all.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.Neither was named
3 of 14 modelsThe answer made no first choice from these two in this category.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
Assembly4%#6 of 13Awardco0%#11 of 13Awardco29%#1 of 10Assembly2%#7 of 10What the models said about Assembly
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“For most mid-market companies: Bonusly or Assembly - excellent balance of features, pricing, and ease of use” GLM 4.7 FlashX · direct prompt · first choice
“Bonusly or Assembly offer the best balance of features, transparency, and scalability.” Kimi K2 · budget prompt · first choice
“For a company with a limited budget, Assembly is the best overall choice” Perplexity Sonar · budget prompt · first choice
What the models said about Awardco
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Five of six in this category shown.
“Awardco has received complaints about unreliable sales and customer support, making it difficult to trust for meaningful recognition.” Mistral Small · negative prompt · hard negative
“Awardco (requires quote, minimums apply)” MiniMax M2.5 · budget prompt · soft negative
“Awardco stands out as the best overall employee recognition platform for a mid-market B2B company” Grok 4.20 · direct prompt · first choice
“Awardco stands out for its Amazon integration and enterprise scalability” MiniMax M2.5 · comparative prompt · first choice
“For most mid-market B2B companies, I'd recommend Bonusly or Awardco.” MiniMax M2.5 · direct prompt · first choice
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.