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Strategic sourcing · November 2026 Edition

oboloo vs Prokuria

Zero of fourteen models named oboloo first on the direct prompt; two named Prokuria. oboloo was named by eleven of the fourteen models and Prokuria by ten and oboloo carries 11 labels and Prokuria 20, so the shares are not directly comparable.

oboloo

accepted challenger

Named in three categories this edition.

Prokuria

accepted challenger

Named in one category this edition.

First-choice share14%9%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate0%0%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#1#2A position in a field of 15; printed, not drawn.
Labels1120A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, oboloo reading right to left. Rank and label count are printed, not drawn.oboloo vs Market Dojo · oboloo vs GEP SMART · oboloo vs Procurify

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

How many of the fourteen models made each the first choice, per way of asking, and how many argued against it.
obolooFirst choices, of fourteen modelsProkuria
Direct02
Paraphrase00
Comparative00
Budget-constrained82
Scale-constrained01
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 November 2026 Edition, oboloo and Prokuria were named in the same answer fourteen times, of the 50 answers naming oboloo and the 46 naming Prokuria. In those answers Prokuria took the first choice four times and oboloo seven.

Every model, every framing

The eighty-four answers behind the chart above, one cell each: where oboloo and Prokuria stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
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
oboloo Prokuria first choice named as an alternative argued againstblank: not namedEach cell is one answer, oboloo on the left and Prokuria on the right.

The direct prompt

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

Prokuria first, oboloo not the choice

2 of 14 modelsoboloo was named in the answer but not as the choice, or not at all.
MiniMax M2.5Prokuria alternatives: Coupa, TYASuite Procurement
Muse Glimmer 30BProkuria alternatives: Precoro, Procol, Procurify, cusoso Target

Neither was the first choice, one was named

3 of 14 modelsThe answer put something else first and named one of the two as an alternative.
DeepSeek V4 FlashProcurify alternatives: GEP SMART, Market Dojo, Precoro, Prokuria
Kimi K2Procurify alternatives: Coupa, Ivalua, Jaggaer, Prokuria
GLM 4.7 FlashXno first choice alternatives: Market Dojo, Precoro, Procurify, Prokuria, TYASuite Procurement, Tradogram

Neither was named

9 of 14 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5Corcentric Sourcing, Coupa, Zycus alternatives: Ivalua, Market Dojo, Proactis Sourcing
GPT-5.4 miniWorkday Strategic Sourcing alternatives: GEP SMART, Ivalua, SAP Ariba Sourcing Suite
Gemini 3.5 FlashWorkday Strategic Sourcing alternatives: Archlet, Market Dojo, Scanmarket, Tropic, Vertice, Zip
Perplexity SonarGEP SMART alternatives: Jaggaer, Proactis, Procurify
Grok 4.20Procurify alternatives: Coupa, GEP SMART
Mistral SmallIvalua, SAP Ariba alternatives: P3Source, Team Procure
Llama 4 MaverickGEP SMART alternatives: Jaggaer, Oxalys, Proactis
Qwen 3.7 FlashCoupa Business Buying alternatives: GEP SMART, Ivalua, Jaggaer
GPT-6 LunaWorkday Strategic Sourcing alternatives: Coupa, GEP Quantum Intelligence, GEP SMART, Market Dojo

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
Prokuria leads by five points.
Prokuria17%#1 of 18
oboloo12%#3 of 18
The full small business standing →
Mid-marketThe figures above
The order flips: oboloo leads at mid-market.
oboloo14%#1 of 15
Prokuria9%#2 of 15
The full mid-market standing →
Enterprise
oboloo is not named for this buyer.
oboloo—not named
Prokuria0%#– of 9
The full enterprise standing →

What the models said about oboloo

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

“That makes it the cheapest way to get strategic sourcing capability with unlimited users and no credit card required.” Muse Glimmer 30B · budget prompt · first choice
“If your budget is very limited, oboloo is the best choice due to its free plan and comprehensive features.” Mistral Small · budget prompt · first choice

What the models said about Prokuria

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

“supplier management + e-sourcing + contract management in one user-friendly platform, easy to customize and fast to start” Muse Glimmer 30B · direct prompt · first choice
“If I had to pick the single best for most budget-constrained companies, it would be Prokuria” DeepSeek V4 Flash · budget prompt · first choice
“Prokuria if budget is a primary concern and you need solid core functionality” MiniMax M2.5 · direct prompt · first choice
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.