Index › Spend and procurement › September 2026 Edition

Strategic sourcing

Asked as “strategic sourcing software”, and as “e-sourcing and RFP tool”, on behalf of a mid-market B2B company. 47 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.

Standing

Precoro

Contested

17% 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%ContestedThis page Enterprise

Coupa35%ContestedStanding →

01The standing

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

ProductFirst-choice shareNegative rateLabelsQuadrant

Precoro11%18accepted challenger

Tradogram0%19accepted challenger

GEP SMART9%11accepted challenger

Coupa42%33criticized challenger

Ivalua18%11accepted challenger

Jaggaer28%18criticized challenger

Show the five products at 0%, ordered by negative rate

SAP Ariba63%30criticized challenger

HireEZ27%11criticized challenger

LinkedIn Recruiter17%12accepted challenger

Zycus10%10accepted challenger

Gem0%10accepted 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% negative30%

Key

Precoro17%

Tradogram15%

GEP SMART9%

Coupa6%

Ivalua4%

Jaggaer2%

Gem0%

Zycus0%

LinkedIn Recruiter0%

HireEZ0%

SAP Ariba0%

02What they warned about

Two of twelve models held their first choice under the paraphrase. 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 and MiniMax M2.5 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

63%

19 of 30 labels negative · 8 of 12 models · 6 hard negative

“Avoid massive enterprise suites like SAP Ariba, Coupa (Enterprise tier), or JAGGAER unless you have a massive procurement team of 10+ people.” Gemini 3.5 Flash, scale prompt

Coupa

42%

14 of 33 labels negative · 6 of 12 models · 3 hard negative

“Avoid for Mid-Market ... **Coupa** — Can start around $2,500/month, may be overkill” Kimi K2, direct prompt

HireEZ

27%

3 of 11 labels negative · 3 of 12 models · 1 hard negative

“Multiple complaints that personal data is harvested without meaningful consent” Kimi K2, negative prompt

Jaggaer

28%

5 of 18 labels negative · 3 of 12 models · 1 hard negative

“Avoid massive enterprise suites like SAP Ariba, Coupa (Enterprise tier), or JAGGAER” Gemini 3.5 Flash, 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

60 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. 6 of those lists are Google grounding redirects that name no site and are left out of the counts. 799 links across 252 sites, every framing counted. Ranked by the number of answers carrying the site or page.

softwareconnect.com

30 answers · 32 citations · 10 models

gartner.com

27 answers · 32 citations · 10 models

g2.com

19 answers · 41 citations · 8 models

walkme.com

18 answers · 18 citations · 10 models

spendflo.com

vendor site · Spendflo13 answers · 17 citations · 8 models

softwareadvice.com

13 answers · 14 citations · 8 models

tropicapp.io

13 answers · 13 citations · 9 models

zipdo.co

vendor site · Zipdo13 answers · 13 citations · 8 models

kurums.com

12 answers · 12 citations · 8 models

selectsoftwarereviews.com

12 answers · 12 citations · 8 models

sourceforge.net

11 answers · 18 citations · 6 models

juicebox.ai

vendor site · Juicebox11 answers · 14 citations · 7 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.

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

30 answers · 10 models

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

17 answers · 10 models

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

16 answers · 9 models

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

12 answers · 8 models

selectsoftwarereviews.com/buyer-guide/best-candidate-sourcing-tools

12 answers · 8 models

softwareadvice.com/scm/strategic-sourcing-software-comparison

12 answers · 8 models

juicebox.ai/blog/best-sourcing-tools-for-recruiters

11 answers · 7 models

tropicapp.io/blog/strategic-sourcing-software

11 answers · 8 models

zipdo.co/best/strategic-sourcing-software

10 answers · 8 models

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

9 answers · 9 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 a mid-market B2B company?”Paraphrase“Which e-sourcing and RFP tool would you recommend to a mid-sized B2B company?”Comparative“What are the top sourcing tools and how do they differ?”Budget-constrained“What is the best strategic sourcing software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a strategic sourcing software. What should we look at?”Negative“Which sourcing tools should I avoid or be cautious about?”

Claude Haiku 4.5no first choice

Five alternatives

Coupa, GEP SMART, SourceRFX, Tradogram, Zycus

no first choiceHeldno first choiceoboloo

Three alternatives

Precoro, Procol, Tradogram

no first choicenothing named

GPT-5.4 miniProcurify

Four alternatives

Archlet, Coupa, Ivalua, SAP Ariba

against: Workday Strategic SourcingCoupaChanged

Three alternatives

Loopio, Market Dojo, Scanmarket

no first choiceagainst: SAP AribaPrecoro

One alternative

ProcurementExpress.com

against: Procurify, SAP Aribano first choicenothing named

Gemini 3.5 FlashWorkday Strategic Sourcing

Four alternatives

Archlet, Market Dojo, Tropic, Zip

against: Coupa, Jaggaer, SAP AribaMarket DojoChanged

Five alternatives

AutoRFP.ai, Cotiss, Loopio, Steerlab, Zip

against: Coupa, SAP Aribano first choiceagainst: SAP AribaMarket Dojo

Four alternatives

AuraVMS, Tradogram, eSourcing.app, oboloo

against: Coupa, GEP SMART, SAP AribaZip

Six alternatives

Keelvar, Kodiak Hub, Precoro, Procurify, Tropic, Vendr

against: Coupa, Jaggaer, SAP Aribanothing named

Perplexity SonarGEP SMART

Three alternatives

Bonfire, Precoro, Procol

against: ZycusCoupa, ProcolChanged

Two alternatives

SourceRFX, Vendorful

no first choiceTradogram

Four alternatives

Market Dojo, Procol, ProcurePort, ProcurementExpress.com

no first choicenothing named

Grok 4.1 FastPrecoro

Three alternatives

GEP SMART, Market Dojo, Tradogram

against: Coupa, Ivalua, Jaggaer, WorkdayTradogramChanged

Two alternatives

Precoro, oboloo

against: Coupa, JaggaerGem

Four alternatives

HireEZ, Juicebox, Loxo, SeekOut

oboloo

One alternative

Tradogram

against: Precoro, SAP AribaPrecoro, Procurify

One alternative

Coupa

against: 1688.com, AliExpress, Alibaba, DHgate, HireEZ, LinkedIn Recruiter

Mistral SmallGEP SMART, Ivalua

Three alternatives

Coupa, Workday Strategic Sourcing, Zycus

Workday Strategic SourcingChanged

Two alternatives

Loopio, Responsive

no first choiceagainst: ZoomInfoTradogram

Two alternatives

Procol, ProcurePort

no first choicenothing named

DeepSeek V4 FlashPrecoro

Four alternatives

GEP SMART, Market Dojo, Tradogram, Workday Strategic Sourcing

Prokuria, ResponsiveChanged

Four alternatives

AutoRFP.ai, Loopio, Workday Strategic Sourcing, Zip

LinkedIn Recruiter

Eight alternatives

Eightfold AI, Findem, Gem, HireEZ, Juicebox, Noon, Pin, SeekOut

oboloo

Two alternatives

BuyingStation, Tradogram

against: PrecoroCoupa, GEP, Ivalua, Jaggaer

One alternative

Zip

against: SAP Aribaagainst: Apollo.io, HireEZ, LinkedIn Recruiter, Lusha, ZoomInfo

Llama 4 MaverickGEP SMART

Four alternatives

Coupa, Jaggaer, Keelvar, Zycus

Workday Strategic SourcingChangedno first choiceno first choiceno first choicenothing named

Qwen 3.7 FlashGEP SMART

Five alternatives

Coupa, Jaggaer, Procol, ProcurePort, Zycus

against: Oracle APEX, SAP AribaAvalanche SoftwareChanged

Two alternatives

Jaggaer, Venable

against: Oracle, SAP Aribano first choiceApptysource, Spend Matters

Two alternatives

Power Automate + SharePoint, Zoho Creator

against: Coupa, SAP Aribano first choice

Three alternatives

Kissflow Procurement, Procuri / Procuri Cloud, Zycus

against: Coupa, Jaggaer, SAP Aribanothing named

Kimi K2Precoro

Four alternatives

GEP SMART, Market Dojo, Procol, Tradogram

against: Coupa, SAP AribaTradogramChanged

Two alternatives

Bidara, Vendorful

against: Coupa, Loopio, Qvidian, Responsive, SAP AribaHireEZ

Five alternatives

ContactOut, Gem, Juicebox, LinkedIn Recruiter, SeekOut

Tradogram, oboloo

Two alternatives

Precoro, SourceRFX

no first choiceagainst: Apollo.io, Eightfold AI, Evaboot, HireEZ, Proxycurl, Seamless.AI, Wiza

GLM 4.7 FlashXPrecoro

Three alternatives

GEP SMART, SAP Ariba, ServiceNow Source‑to‑Pay Operations

against: CoupaPrecoroHeld

Three alternatives

Loopio, Responsive, Tradogram

against: Coupa, Spendflono first choiceoboloo

One alternative

Tradogram

no first choiceagainst: Coupa, GEP Quantum, Ivalua, SAP Aribanothing named

MiniMax M2.5Precoro, Workday Strategic Sourcing

One alternative

Zycus

against: SAP AribaProkuria, TradogramChanged

One alternative

Coupa

against: SAP Aribano first choiceTradogram

Three alternatives

Pipefy, ProcureDesk, ProcurementExpress.com

no first choiceagainst: Coupa, 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 18:14	yes	15	9 s
Direct recommendation	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:22	yes	4	6 s
Direct recommendation	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:06	yes	20	28 s
Direct recommendation	Perplexity Sonar	`sonar`	2026-09-17 18:34	yes	20	5 s
Direct recommendation	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 21:03	yes	40	19 s
Direct recommendation	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:30	yes	5	4 s
Direct recommendation	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:39	yes	16	23 s
Direct recommendation	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:58	yes	5	3 s
Direct recommendation	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 18:08	yes	5	22 s
Direct recommendation	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:02	yes	8	19 s
Direct recommendation	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 20:51	yes	24	55 s
Direct recommendation	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:18	yes	7	17 s
Paraphrase	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:47	no	0	5 s
Paraphrase	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:13	yes	3	5 s
Paraphrase	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:57	yes	14	20 s
Paraphrase	Perplexity Sonar	`sonar`	2026-09-17 19:11	yes	20	6 s
Paraphrase	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:35	yes	30	17 s
Paraphrase	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:15	yes	10	7 s
Paraphrase	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:14	yes	10	9 s
Paraphrase	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 18:38	yes	5	3 s
Paraphrase	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:26	no	0	27 s
Paraphrase	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 20:39	yes	28	35 s
Paraphrase	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 18:53	yes	27	31 s
Paraphrase	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 19:33	yes	5	17 s
Comparative	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 19:22	no	0	3 s
Comparative	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:16	no	0	7 s
Comparative	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 17:58	yes	13	22 s
Comparative	Perplexity Sonar	`sonar`	2026-09-17 20:47	yes	20	12 s
Comparative	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:00	yes	15	9 s
Comparative	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:26	yes	9	9 s
Comparative	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:54	yes	16	19 s
Comparative	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 18:31	yes	5	3 s
Comparative	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:49	yes	5	28 s
Comparative	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 19:07	yes	14	29 s
Comparative	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 19:46	yes	24	55 s
Comparative	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 20:06	no	0	63 s
Budget constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:36	yes	9	8 s
Budget constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 18:21	yes	2	5 s
Budget constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 20:06	yes	19	22 s
Budget constrained	Perplexity Sonar	`sonar`	2026-09-17 20:54	yes	20	6 s
Budget constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 18:06	yes	36	18 s
Budget constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:22	yes	5	3 s
Budget constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via deepinfra`	2026-09-17 18:02	yes	25	41 s
Budget constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:18	yes	5	2 s
Budget constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:07	no	0	26 s
Budget constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:29	yes	15	31 s
Budget constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 21:00	yes	24	127 s
Budget constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 19:52	yes	5	13 s
Scale constrained	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 18:20	no	0	6 s
Scale constrained	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 19:51	no	0	7 s
Scale constrained	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 19:41	yes	22	28 s
Scale constrained	Perplexity Sonar	`sonar`	2026-09-17 19:10	yes	20	10 s
Scale constrained	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 19:45	yes	14	11 s
Scale constrained	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 19:08	no	0	8 s
Scale constrained	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 19:01	yes	18	22 s
Scale constrained	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 19:47	yes	5	3 s
Scale constrained	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 18:40	yes	5	22 s
Scale constrained	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:47	yes	18	30 s
Scale constrained	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 20:29	yes	13	75 s
Scale constrained	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:01	yes	5	15 s
Negative framing	Claude Haiku 4.5	`claude-haiku-4-5-20251001`	2026-09-17 20:20	no	0	2 s
Negative framing	GPT-5.4 mini	`gpt-5.4-mini-2026-03-17`	2026-09-17 20:46	no	0	4 s
Negative framing	Gemini 3.5 Flash	`gemini-3.5-flash`	2026-09-17 18:21	yes	13	23 s
Negative framing	Perplexity Sonar	`sonar`	2026-09-17 21:03	yes	20	6 s
Negative framing	Grok 4.1 Fast	`spacexai/grok-4.1-fast-non-reasoning via vertex`	2026-09-17 21:07	yes	30	15 s
Negative framing	Mistral Small	`mistral/mistral-small via mistral`	2026-09-17 20:54	yes	5	7 s
Negative framing	DeepSeek V4 Flash	`deepseek/deepseek-v4-flash via fireworks`	2026-09-17 20:05	yes	26	29 s
Negative framing	Llama 4 Maverick	`meta/llama-4-maverick via bedrock`	2026-09-17 20:14	yes	9	4 s
Negative framing	Qwen 3.7 Flash	`alibaba/qwen3.7-flash via alibaba`	2026-09-17 20:51	no	0	28 s
Negative framing	Kimi K2	`moonshotai/kimi-k2 via novita`	2026-09-17 18:33	yes	29	60 s
Negative framing	GLM 4.7 FlashX	`zai/glm-4.7-flashx via zai`	2026-09-17 20:09	yes	28	88 s
Negative framing	MiniMax M2.5	`minimax/minimax-m2.5 via minimax`	2026-09-17 18:54	yes	13	44 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

1688 read as 1688.com

Ariba read as SAP Ariba

Ariba (SAP) read as SAP Ariba

Oracle Procurement read as Oracle Fusion Cloud Procurement

Unresolved, counted raw

Aestiva Sourcing RFQ

Apptysource

Ashby

Avalanche Software

Bullhorn

CareerBuilder

Clearbit

Cotiss

Dice

Evaboot

Expedience

GEP Quantum

Glassdoor

Global Sourcing System

Google for Jobs

Hired

Hiring Assistant

Hunter

Indeed Sourcing Platform

Lever

LinkedIn Talent Insights

Microsoft Talent

Monster

NetSuite Sourcing

OneMarket Sourcing

Oracle APEX

Oracle Fusion Cloud Strategic Sourcing

Power Automate + SharePoint

Procuri / Procuri Cloud

Proxycurl

Recruiter.com’s Resume Search

Sales Navigator

Scout RFP

Scoutbee

ServiceNow Source‑to‑Pay Operations

Shopify Collective

Sourcify

Spend Matters

Spending Cloud

Transparency-One

Transporeon

Venable

Verifile

Wiza

Discontinued, still offered

No shut-down product was recommended here.

Strategic sourcing

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