# Strategic sourcing for small business buyers: what AI models recommend, November 2026

Gane Index, November 2026 Edition. Asked as "strategic sourcing software" and as "e-sourcing and RFP tool", six framings each, to fourteen models with search on, on behalf of a small B2B company. Page: https://www.gane.ai/index/finance/spend/strategic-sourcing/2026-11/smb

**Standing:** Prokuria leads with 17% of first choices; verdict contested. 64 first choices across the direct, paraphrase, budget and scale prompts.

## First-choice share

| Rank | Product | Share | Negative rate | Labels |
|---|---|---|---|---|
| 1 | [Prokuria](https://www.gane.ai/index/finance/vendors/prokuria/index.md) | 17% | 0% | 21 |
| 2 | [Precoro](https://www.gane.ai/index/finance/vendors/precoro/index.md) | 16% | 14% | 37 |
| 3 | [oboloo](https://www.gane.ai/index/finance/vendors/oboloo/index.md) | 12% | 0% | 16 |
| 4 | [Tradogram](https://www.gane.ai/index/finance/vendors/tradogram/index.md) | 8% | 6% | 18 |
| 5 | [Market Dojo](https://www.gane.ai/index/finance/vendors/market-dojo/index.md) | 8% | 0% | 14 |
| 7 | [AuraVMS](https://www.gane.ai/index/finance/vendors/auravms/index.md) | 3% | 0% | 14 |
| 10 | [Procurify](https://www.gane.ai/index/finance/vendors/procurify/index.md) | 2% | 0% | 14 |
| 25 | [Juicebox](https://www.gane.ai/index/finance/vendors/juicebox/index.md) | 0% | 0% | 10 |
| 26 | [SeekOut](https://www.gane.ai/index/finance/vendors/seekout/index.md) | 0% | 14% | 14 |
| 27 | [Team Procure](https://www.gane.ai/index/finance/vendors/team-procure/index.md) | 0% | 9% | 11 |
| 28 | [Gem](https://www.gane.ai/index/finance/vendors/gem/index.md) | 0% | 10% | 10 |
| 36 | [HireEZ](https://www.gane.ai/index/finance/vendors/hireez/index.md) | 0% | 30% | 10 |

Rank is by share of first choices among all 149 products named; products with the same share are tied, and the order among them carries no meaning. The table lists those with at least 10 labels.

## Each model's first choice on the direct prompt

- Claude Haiku 4.5: Tradogram; alternatives Precoro, Procol
- GPT-5.4 mini: Precoro; alternatives Procurify
- Gemini 3.5 Flash: Market Dojo; alternatives AuraVMS, Precoro, ProcurePort, Tropic
- Perplexity Sonar: Precoro; alternatives Prokuria, Team Procure, Tradogram
- Grok 4.20: Precoro; alternatives Market Dojo, Procurify
- Mistral Small: Precoro, Prokuria; alternatives SAP Ariba, Team Procure
- DeepSeek V4 Flash: Prokuria; alternatives Market Dojo, Precoro, Procurify
- Llama 4 Maverick: no first choice
- Qwen 3.7 Flash: Precoro; alternatives LightSource, Procol, oboloo
- Kimi K2: Prokuria; alternatives Precoro, Procol, Procurify, oboloo
- GLM 4.7 FlashX: Prokuria, TYASuite Procurement; alternatives Market Dojo, Precoro
- MiniMax M2.5: Precoro; alternatives Procol, Procurify, oboloo
- GPT-6 Luna: oboloo; alternatives Market Dojo, Precoro
- Muse Glimmer 30B: Precoro, Procurify; alternatives Market Dojo, Prokuria, Team Procure, Tradogram

## Sources the answers cite

78 of 84 answers came back with a source list, from 14 of 14 models. Sites named in the most answers:

- softwareadvice.com: 39 answers, 60 citations
- g2.com: 38 answers, 57 citations
- sourceforge.net: 35 answers, 57 citations
- softwaresuggest.com: 25 answers, 26 citations
- auravms.com: 22 answers, 41 citations
- getapp.com: 22 answers, 29 citations
- gane.ai/index: 11 answers, 16 citations
- precoro.com: 9 answers, 13 citations

Pages named in the most answers:

- https://g2.com/categories/strategic-sourcing/small-business (26 answers)
- https://softwaresuggest.com/strategic-sourcing-software (25 answers)
- https://softwareadvice.com/scm/strategic-sourcing-software-comparison (21 answers)
- https://softwareadvice.com/scm/strategic-sourcing-software-comparison/small-business (20 answers)
- https://sourceforge.net/software/sourcing/for-small-business (19 answers)
- https://sourceforge.net/software/strategic-sourcing (14 answers)
- https://gane.ai/index/finance/spend/strategic-sourcing/smb (11 answers)
- https://getapp.com/operations-management-software/sourcing/org/small-business (11 answers)
- https://softwareadvice.com/rfp/small-business (10 answers)
- https://getapp.com/operations-management-software/rfp/org/small-business (8 answers)

## Warned against

- SAP Ariba: 27 of 32 labels negative. "Enterprise-level strategic sourcing and procure-to-pay (P2P) suites like SAP Ariba, Coupa, or GEP SMART, as they are complex and may be out of the question for small businesses." (Llama 4 Maverick, negative prompt)
- Coupa: 25 of 28 labels negative. "Legacy Enterprise Suites (Avoid for now): Solutions like *SAP Ariba*, *Coupa*, or *Jaggaer* are generally over-engineered, expensive, and overly complex" (Gemini 3.5 Flash, scale prompt)
- Jaggaer: 17 of 20 labels negative. "Legacy Enterprise Suites (Avoid for now): Solutions like *SAP Ariba*, *Coupa*, or *Jaggaer* are generally over-engineered, expensive, and overly complex" (Gemini 3.5 Flash, scale prompt)
- GEP SMART: 11 of 14 labels negative. "enterprise-level strategic sourcing and procure-to-pay (P2P) suites like SAP Ariba, Coupa, or GEP SMART are out of the question" (Muse Glimmer 30B, negative prompt)

## Movement since October 2026

Floor: 10 points of share, measured on the calibration repeat.
New leader: Tradogram (31%) to Prokuria (17%). Margin 9 points, within noise.

- Tradogram: 31% to 8%, −23. Cleared the floor by 13 points · rank 1 → 4 of 149.
- Prokuria: 2% to 17%, +15. Cleared the floor by 5 points · rank 10 → 1 of 149.
- Precoro: 11% to 16%, +5. Inside the floor by 5 points · rank 2 of 149, unchanged.
- Procurify: 4% to 2%, −2. Inside the floor by 8 points · rank 6 → 10 of 149.
- oboloo: 11% to 12%, +1. Inside the floor by 9 points · rank 3 of 149, unchanged.
- Market Dojo: 9% to 8%, −1. Inside the floor by 9 points · rank 4 → 5 of 149.
- AuraVMS: 2% to 3%, +1. Inside the floor by 9 points · rank 11 → 7 of 149.
- Juicebox: 0% to 0%, ±0. Inside the floor by 10 points · rank 25 of 149, unchanged.
- SeekOut: 0% to 0%, ±0. Inside the floor by 10 points · rank 140 → 26 of 149.
- Team Procure: 0% to 0%, ±0. Inside the floor by 10 points · rank 33 → 27 of 149.
- Gem: 0% to 0%, ±0. Inside the floor by 10 points · rank 38 → 28 of 149.
- Manatal: 0% to 0%, ±0. Inside the floor by 10 points · rank 22 → 29 of 149.

## Record

- Method: https://www.gane.ai/index/finance/methodology
- License: CC BY 4.0. Cite as Gane Index, November 2026 Edition, www.gane.ai/index/finance.