Index › Spend and procurement › Strategic sourcing › Enterprise › September 2026 Edition

Strategic sourcing for enterprise buyers

Asked as “strategic sourcing software”, and as “e-sourcing and RFP tool”, on behalf of an enterprise B2B company. 51 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Coupa and SAP Ariba

Contested

35% of first choices, contested.

ShowinginAll 41 categories →

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.

Small business

Tradogram45%Clear leaderStanding →Mid-market

Precoro17%ContestedStanding →Enterprise

Coupa35%ContestedThis page

01The standing

Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all twelve models, for an enterprise B2B company. Ordered by share.

ProductFirst-choice shareNegative rateLabelsQuadrant

Coupa7%54endorsed leader

SAP Ariba15%55endorsed leader

Ivalua4%45accepted challenger

Jaggaer5%40accepted challenger

Zycus10%20accepted challenger

GEP SMART4%25accepted challenger

Show the one product at 0%, ordered by negative rate

Keelvar8%12accepted challenger

Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its vendor page.

Head to head

Precoro vs Tradogram Precoro vs GEP SMART Tradogram vs GEP SMART

Recommended versus criticized

Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.

Criticized challengerCriticized default

Negative label rate →

Accepted challengerEndorsed leader

0%First-choice share → · lines at 30% share and 25% negative50%

Key

Coupa35%

SAP Ariba35%

Ivalua8%

Jaggaer8%

Zycus4%

GEP SMART2%

Keelvar0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2 and GLM 4.7 FlashX changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.

SAP Ariba

15%

8 of 55 labels negative · 7 of 12 models · 3 hard negative

“Certain legacy systems, such as SAP Ariba or Workday P2P, are often cited as costly for the value they deliver” Mistral Small, negative prompt

Coupa

4 of 54 labels negative · 4 of 12 models

“Coupa is built for enterprises with dedicated procurement teams and substantial budgets, and implementation can be involved” Claude Haiku 4.5, negative prompt

Workday P2P/T&E

100%

2 of 2 labels negative · 2 of 12 models · 1 hard negative

“a user discussion specifically warns against **Workday P2P/T&E** and **SAP Ariba**, describing them as outdated” Perplexity Sonar, negative prompt

Ivalua

2 of 45 labels negative · 2 of 12 models

“Highly configurable, strong sourcing module, good for complex supply chains | Steeper learning curve” Mistral Small, scale prompt

03What they cite

Citations exist only for the models that return a source list: twelve of the twelve in this edition, and all six flagship models on the expanded tier.

Sites the answers cite

65 of 72 answers in this category came back with a source list, from 12 of 12 models: citations where the model returns them, or the search results it consulted. 5 of those lists are Google grounding redirects that name no site and are left out of the counts. 991 links across 295 sites, every framing counted. Ranked by the number of answers carrying the site or page.

gartner.com

41 answers · 60 citations · 11 models

zycus.com

vendor site · Zycus28 answers · 36 citations · 9 models

walkme.com

24 answers · 24 citations · 10 models

spendflo.com

vendor site · Spendflo22 answers · 23 citations · 10 models

wifitalents.com

20 answers · 21 citations · 8 models

g2.com

19 answers · 30 citations · 9 models

ivalua.com

vendor site · Ivalua17 answers · 23 citations · 9 models

softwareconnect.com

17 answers · 17 citations · 10 models

procurementaiagents.com

15 answers · 27 citations · 7 models

f6s.com

14 answers · 16 citations · 9 models

kurums.com

14 answers · 14 citations · 6 models

guideflow.com

vendor site · Guideflow13 answers · 16 citations · 8 models

Pages the answers cite

The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.

gartner.com/reviews/market/strategic-sourcing-application-suites

27 answers · 10 models

walkme.com/blog/best-strategic-sourcing-software

24 answers · 10 models

zycus.com/compare/best-strategic-sourcing-esourcing-software

24 answers · 9 models

softwareconnect.com/roundups/best-strategic-sourcing-software

16 answers · 10 models

gartner.com/reviews/market/e-sourcing-applications

14 answers · 10 models

kurums.com/best-strategic-sourcing-software-2026-comparison

14 answers · 6 models

spendflo.com/blog/e-sourcing-platform

14 answers · 9 models

kodiakhub.com/blog/best-strategic-sourcing-software

13 answers · 7 models

f6s.com/software/category/strategic-sourcing

12 answers · 9 models

guideflow.com/blog/sourcing-software

12 answers · 8 models

04How they answered

Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.

ModelDirect“What is the best strategic sourcing software for an enterprise B2B company?”Paraphrase“Which e-sourcing and RFP tool would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade sourcing tools and how do they differ?”Budget-constrained“What is the best strategic sourcing software for a large company that needs predictable total cost across thousands of users?”Scale-constrained“We are a 5,000 person company with SSO, SOC 2 and procurement review requirements evaluating a strategic sourcing software. What should we look at?”Negative“Which sourcing tools should a large enterprise avoid or be cautious about?”

Claude Haiku 4.5SAP Ariba

Three alternatives

Coupa, Keelvar, Zycus

GEP SMART, IvaluaChanged

Three alternatives

Responsive, SAP Ariba, Zycus

no first choiceCoupa

Two alternatives

Keelvar, SAP Ariba

no first choiceagainst: Coupa

GPT-5.4 miniSAP Ariba

Three alternatives

Coupa, Ivalua, Jaggaer

JaggaerChanged

One alternative

Coupa

Jaggaer

Five alternatives

Coupa, GEP SMART, Ivalua, Oracle Fusion Cloud Procurement, SAP Ariba

against: Basware, ZipIvalua

One alternative

SAP Ariba

no first choicenothing named

Gemini 3.5 Flashno first choice

Five alternatives

Coupa, GEP Quantum Intelligence, Ivalua, Jaggaer, SAP Ariba

against: ZycusCoupaChanged

Seven alternatives

Ivalua, Keelvar, Loopio, Oracle Fusion Cloud Procurement, Responsive, SAP Ariba, Workday Strategic Sourcing

no first choice

Four alternatives

Coupa, Ivalua, Keelvar, SAP Ariba

Ivalua

Five alternatives

Coupa, Keelvar, Market Dojo, ORO Labs, Zip

against: SAP AribaWorkday Strategic Sourcing

Five alternatives

Coupa, GEP SMART, Jaggaer, Keelvar, Zip

nothing named

Perplexity SonarSAP Ariba

Four alternatives

Coupa, GEP SMART, Jaggaer, Zycus

SAP AribaHeld

Two alternatives

Coupa, Keelvar

no first choiceSAP Ariba

Two alternatives

Coupa, Ivalua

no first choiceagainst: Apollo.io, SAP Ariba, Workday P2P/T&E, ZoomInfo

Grok 4.1 FastCoupa, SAP Ariba

Three alternatives

GEP SMART, Ivalua, Jaggaer

SAP AribaChanged

Three alternatives

Coupa, Jaggaer, Responsive

SAP Ariba

Four alternatives

Coupa, GEP SMART, Jaggaer, Zycus

Coupa

Four alternatives

GEP SMART, Ivalua, Jaggaer, SAP Ariba

no first choiceagainst: SAP Ariba

Mistral SmallCoupa, Jaggaer, ZycusCoupa, SAP AribaChanged

Three alternatives

Ivalua, Responsive, VisibleThread

no first choiceCoupa

Two alternatives

Ivalua, SAP Ariba

no first choiceagainst: Coupa, Ivalua, Jaggaer, Procurify, SAP Ariba, Zycusagainst: SAP 4Hana, SAP Ariba, Workday P2P

DeepSeek V4 FlashCoupa, SAP Ariba

Three alternatives

GEP SMART, Ivalua, Jaggaer

CoupaChanged

Two alternatives

Ivalua, SAP Ariba

Coupa

Eight alternatives

Fairmarkit, GEP, Ivalua, Jaggaer, Keelvar, Market Dojo, Oracle Fusion Cloud Procurement, SAP Ariba

Coupa

One alternative

SAP Ariba

no first choiceagainst: Keelvaragainst: Coupa, GEP SMART, Ivalua, Jaggaer, SAP Ariba

Llama 4 MaverickCoupa, NextBuy, ZycusLoopio, ResponsiveChangedno first choiceSAP Ariba

One alternative

Ivalua

Jaggaer

Four alternatives

BeyondIntranet's Strategic Sourcing Software, ProcureKey, SAP Ariba, eTender

against: Beamery, Eightfold AI, SeekOut, iCIMS

Qwen 3.7 FlashJaggaer

Five alternatives

GEP SMART, Ivalua, SAP Ariba, Workday Strategic Sourcing, Zycus

Coupa, SAP AribaChanged

Four alternatives

Ivalua, Jaggaer, Responsive, Zycus

SAP Ariba

Four alternatives

Coupa, GEP NEXXT, Ivalua, Oracle Fusion Cloud Procurement

Coupa

Four alternatives

Ivalua, Jaggaer, SAP Ariba, Zycus

no first choicenothing named

Kimi K2Coupa, SAP Ariba

Four alternatives

GEP SMART, Ivalua, Jaggaer, Keelvar

CoupaChanged

Three alternatives

Ivalua, Keelvar, SAP Ariba

Coupa

Four alternatives

GEP SMART, Ivalua, Jaggaer, SAP Ariba

Ivalua

One alternative

Coupa

against: SAP AribaCoupa, SAP Ariba

One alternative

Ivalua

nothing named

GLM 4.7 FlashXSAP Ariba

Three alternatives

Coupa, GEP SMART, Ivalua

against: Workday Strategic SourcingCoupaChanged

Two alternatives

Ivalua, SAP Ariba

GEP

Four alternatives

Coupa, Fairmarkit, Jaggaer, Vendr

SAP Ariba

Two alternatives

Coupa, Jaggaer

no first choicenothing named

MiniMax M2.5SAP Ariba

Four alternatives

Coupa, GEP, Jaggaer, Zycus Merlin AI

SAP AribaHeld

Five alternatives

Coupa, Ivalua, Jaggaer, RFP Software, RFP360

no first choiceCoupa, SAP Ariba

Two alternatives

GEP SMART, Ivalua

no first choice

Four alternatives

GEP SMART, Ivalua, Jaggaer, ProcureDesk

against: Coupaagainst: Oracle Fusion Cloud Procurement, SAP Ariba, Workday P2P/T&E

Bold is the first choiceAlternatives are counted; the count opens them.What the answer argued against

05The record

One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record

Seventy-two rows: every prompt, every model, every answer.

Prompt	Model	Version string	Time (UTC)	Searched	Sources	Latency
Direct recommendation	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:27	yes	9	7 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:41	yes	4	7 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:59	yes	26	29 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 19:08	yes	15	5 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 20:43	yes	34	17 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:44	yes	18	9 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 20:40	yes	14	19 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:36	yes	5	8 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 19:20	yes	8	45 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:21	yes	9	20 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:17	yes	18	47 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:10	yes	8	21 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:26	yes	9	8 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:56	yes	4	7 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:37	yes	8	20 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 19:27	yes	20	5 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:02	yes	32	19 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 21:06	yes	12	10 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:21	yes	20	25 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:49	yes	5	2 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:28	yes	9	32 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 19:20	yes	18	30 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:01	yes	20	215 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:07	no	0	46 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 19:50	yes	14	11 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 21:01	yes	4	10 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 21:53	yes	16	27 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 17:55	yes	20	6 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:37	yes	32	16 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 18:11	yes	5	26 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 21:08	yes	19	22 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:16	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:12	no	0	32 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 19:50	yes	20	35 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:14	yes	14	239 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 17:57	yes	25	42 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:55	yes	16	11 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:52	yes	3	6 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 21:20	yes	16	65 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 18:45	yes	14	7 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:11	yes	41	20 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:35	yes	13	11 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:13	yes	19	24 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:15	yes	5	3 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:46	yes	20	80 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:13	yes	20	33 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:19	yes	31	57 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:54	yes	19	79 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:15	yes	18	12 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 19:38	no	0	9 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:44	no	0	18 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 18:09	yes	20	9 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 20:53	yes	15	11 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:44	no	0	10 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-17 18:00	yes	30	113 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:26	yes	5	4 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:35	no	0	30 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:50	yes	23	48 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:09	yes	23	155 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:12	yes	15	60 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:24	yes	18	8 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 19:37	yes	6	6 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 21:56	yes	11	59 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 19:06	yes	18	9 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:02	yes	40	19 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:03	yes	15	13 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:28	yes	29	28 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:53	yes	5	4 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 18:43	no	0	28 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:58	yes	15	39 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 17:58	yes	32	186 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:43	yes	14	39 s

Normalization in this category

Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.

Category-scoped readings

Oracle Procurement Cloud read as Oracle Fusion Cloud Procurement

Oracle Procurement Cloud (OIC) read as Oracle Fusion Cloud Procurement

Unresolved, counted raw

Affinity

BeyondIntranet's Strategic Sourcing Software

GEP Quantum Intelligence

GEP WORLD

Kurums

Periscope AI

Phenom

ProQsmart

ProcureKey

RFP Software

RFP360

Raindrop

SAP 4Hana

SAP SuccessFactors Recruiting

SmartRecruiters

VisibleThread

WifiTalents

Zycus Merlin AI

eTender

iCIMS

iCIMS Talent Cloud

Discontinued, still offered

No shut-down product was recommended here.

Strategic sourcing for enterprise buyers

By buyer segment

01The standing

Recommended versus criticized

02What they warned about

03What they cite

Sites the answers cite

Pages the answers cite

04How they answered

05The record

Normalization in this category

Also in spend and procurement