GEP SMART vs Precoro
Two of fourteen models named GEP SMART first on the direct prompt; zero named Precoro. GEP SMART was named by thirteen of the fourteen models and Precoro by eleven and GEP SMART carries 19 labels and Precoro 17, so the shares are not directly comparable.
Named in five categories this edition.
Named in six 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 strategic sourcing page.
By framing
GEP SMARTFirst choices, of fourteen modelsPrecoro
Across every category in the November 2026 Edition, GEP SMART and Precoro were named in the same answer sixty-six times, of the 202 answers naming GEP SMART and the 352 naming Precoro. In those answers Precoro took the first choice eleven times and GEP SMART one.
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 | | |
GEP SMART Precoro first choice named as an alternative argued againstblank: not namedEach cell is one answer, GEP SMART on the left and Precoro on the right.The direct prompt
GEP SMART first, Precoro not the choice
2 of 14 modelsPrecoro 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
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
Precoro16%#2 of 18GEP SMART0%#14 of 18GEP SMART7%#4 of 15Precoro5%#7 of 15What the models said about GEP SMART
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.
“explicitly advise against these for SMBs due to their steep learning curves, high costs, and overkill for smaller operations” Mistral Small · negative prompt · hard negative
“Pure Mid-Market: (e.g., Procol, Sourcifi, GEP SMART, Coupa). ... These are usually the best fit for 500-person companies.” Qwen 3.7 Flash · scale prompt · first choice
“The best strategic sourcing software for a mid-market B2B company is GEP SMART” Llama 4 Maverick · direct prompt · first choice
“GEP SMART is the strongest overall strategic-sourcing choice” Perplexity Sonar · direct prompt · first choice
What the models said about Precoro
Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Two of two in this category shown.
“Operational Tools (e.g., Procurify, Precoro): ... They generally *lack* true strategic sourcing features.” Qwen 3.7 Flash · direct prompt · soft negative
“Best Low-Cost Professional Suite: Precoro ... Choose Precoro if you need a complete, professional-grade system for $500/month.” Qwen 3.7 Flash · budget 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.