Doofinder vs Searchspring
Zero of fourteen models named Doofinder first on the direct prompt; three named Searchspring. Doofinder was named by twelve of the fourteen models and Searchspring by twelve and Doofinder carries 25 labels and Searchspring 34, so the shares are not directly comparable.
Named in one category this edition.
Named in one category 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 ecommerce search and merchandising page.
By framing
DoofinderFirst choices, of fourteen modelsSearchspring
Across every category in the October 2026 Edition, Doofinder and Searchspring were named in the same answer thirty-five times, of the 80 answers naming Doofinder and the 87 naming Searchspring. In those answers Searchspring took the first choice three times and Doofinder thirteen.
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 4.1 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 | | | | | |
Doofinder Searchspring first choice named as an alternative argued againstblank: not namedEach cell is one answer, Doofinder on the left and Searchspring on the right.The direct prompt
Searchspring first, Doofinder not the choice
3 of 14 modelsDoofinder was named in the answer but not as the choice, or not at all.Neither was the first choice, one was named
6 of 14 modelsThe answer put something else first and named one of the two as an alternative.Neither was named
5 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
Doofinder32%#1 of 13Searchspring7%#5 of 13Doofinder12%#2 of 11Searchspring8%#4 of 11Searchspring4%#7 of 9Doofinder0%#– of 9What the models said about Doofinder
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Three of four in this category shown.
“Doofinder - Offers conversion-focused search with quick-setup AI search for SMB and mid-market, starting at $49/month.” Llama 4 Maverick · paraphrase prompt · first choice
“Doofinder appears to be the best ecommerce search and merchandising platform for companies with limited budgets” MiniMax M2.5 · budget prompt · first choice
“Doofinder – Best All-Around for SMBs ... public, transparent pricing starting around $35–$49/month” Qwen 3.7 Flash · budget prompt · first choice
What the models said about Searchspring
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.
“Searchspring (now part of Athos Commerce): - Red flags: Long onboarding (4+ weeks, sometimes billable during setup).” Grok 4.1 Fast · negative prompt · hard negative
“Avoid mid-market tools like Constructor or Searchspring if budget is the main constraint” Perplexity Sonar · budget prompt · hard negative
“enterprise-focused, custom pricing almost always $1,000+/month” DeepSeek V4 Flash · budget prompt · hard negative
“Searchspring is the standout choice — it's purpose-built for mid-market retailers and B2B commerce” DeepSeek V4 Flash · direct prompt · first choice
“The most B2B-aligned mid-market pick: Searchspring / Klevu under Athos Commerce” Muse Glimmer 30B · paraphrase prompt · first choice
“Searchspring / Athos Commerce is the most cited mid-market fit” Muse Glimmer 30B · 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.