Index › Finance › Equity and corporate › ESG and carbon reporting › Enterprise · September 2026 Edition
ESG and carbon reporting for enterprise buyers
Asked as “ESG reporting software”, and as “carbon accounting platform”, on behalf of an enterprise B2B company. 50 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
38%
Contested · Watershed 20%
38Workiva ESG20Watershed10IBM Envizi32others
38% of first choices, contested.
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.
The 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
Show the four products at 0%, ordered by negative rate
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not enterprise.
All twenty-eight head-to-head pages: the top eight products, each against each
Sweep vs CoolsetSweep vs EcoOnline ESGSweep vs PersefoniSweep vs Workiva ESGGreenly vs NovistoGreenly vs Plan AGreenly vs CoolsetGreenly vs EcoOnline ESGGreenly vs PersefoniGreenly vs Workiva ESGNovisto vs Plan ANovisto vs CoolsetNovisto vs EcoOnline ESGNovisto vs PersefoniNovisto vs Workiva ESGPlan A vs CoolsetPlan A vs EcoOnline ESGPlan A vs PersefoniPlan A vs Workiva ESGCoolset vs EcoOnline ESGCoolset vs PersefoniCoolset vs Workiva ESGEcoOnline ESG vs PersefoniEcoOnline ESG vs Workiva ESGPersefoni vs Workiva ESG
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 →
W01
02
03
04
05
06E07
08
09
10
11
12Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Workiva ESG38%
02Watershed20%
Watershed20%03IBM Envizi10%
IBM Envizi10%04Sweep6%
Sweep6%05Persefoni4%
Persefoni4%06Normative2%
Normative2%07Enablon2%
08Salesforce Net Zero Cloud2%
Salesforce Net Zero Cloud2%09Novisto0%
Novisto0%10Diligent ESG0%
Diligent ESG0%11SpheraCloud Corporate Sustainability0%
SpheraCloud Corporate Sustainability0%12SAP Sustainability Control Tower0%
SAP Sustainability Control Tower0%What they warned about
Zero of twelve models held their first choice under the paraphrase. 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 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 Sustainability Control Tower43%
9 of 21 labels negative · 7 of 12 models · 1 hard negative
“SAP Sustainability Control Tower (per active user/mo) become unpredictable/costly at thousands of users” Grok 4.20, budget prompt
Salesforce Net Zero Cloud33%
6 of 18 labels negative · 6 of 12 models · 3 hard negative
“Certain large tech firms (e.g., Salesforce, IBM) are often avoided by consultants due to perceived inferiority compared to specialized ESG vendors.” Mistral Small, negative prompt
IBM Envizi21%
8 of 38 labels negative · 6 of 12 models · 2 hard negative
“steering clear of solutions from big tech firms like IBM, Salesforce, and others, as they may be inferior” Llama 4 Maverick, negative prompt
Oracle100%
4 of 4 labels negative · 4 of 12 models
“many specialized ESG consultants advise caution when relying on their core ERPs or CRMs for primary ESG reporting” Qwen 3.7 Flash, negative prompt
What they cite
Twelve of the twelve models returned a source list in this edition: four return the pages they cited and eight the search results they consulted.
Sites the answers cite
66 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. 1020 links across 252 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Guideflow40 answers · 43 citations · 10 models
34 answers · 49 citations · 12 models
vendor site · Coolset26 answers · 26 citations · 10 models
25 answers · 27 citations · 11 models
vendor site · Pulsora25 answers · 26 citations · 10 models
vendor site · Horizon ESG17 answers · 22 citations · 8 models
17 answers · 20 citations · 7 models
17 answers · 17 citations · 8 models
16 answers · 16 citations · 8 models
vendor site · Emission Twin16 answers · 16 citations · 8 models
vendor site · Worldmetrics15 answers · 19 citations · 8 models
vendor site · Seedling14 answers · 18 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.
38 answers · 10 models
29 answers · 11 models
24 answers · 10 models
23 answers · 10 models
21 answers · 9 models
17 answers · 8 models
16 answers · 8 models
15 answers · 8 models
12 answers · 7 models
11 answers · 8 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “best esg reporting software”, “esg reporting platforms”, “esg reporting software”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| Workiva workiva.com Workiva ESG 38% | 38% | 130 | 22,200 | 524 | 58,186 | $23 | 64 | 1 |
| Watershed watershed.com | 20% | 72 | 110,000 | 6,800 | 10,897 | $111 | 17 | |
| IBM parent site IBM Envizi 10% | 10% | 86 | 201,000 | 34,098 | ||||
| Sweep sweep.net | 6% | 68 | 33,100 | 41,121 | 7,225 | 5 | ||
| Persefoni persefoni.com | 4% | 81 | 1,300 | 23 | 8,274 | $3 | 26 | 7 |
| Ditchcarbon ditchcarbon.com | 4% | |||||||
| Normative normative.io | 2% | 45 | 12,100 | 17,486 | 23,975 | |||
| Pulsora pulsora.com | 2% | 5 | 210 | 2 | 236 | 4 | ||
| Enablon | 2% | 1,600 | 44 | |||||
| Salesforce salesforce.com Salesforce Net Zero Cloud 2% | 2% | 16 | 550,000 | 60,632 | 7,941,323 company | $8,259 | 115 |
Google's top ten for the three searches hold 20 sites; 1 of them are among the sites the models cited here (gartner.com). The first result for “best esg reporting software” is workiva.com.
How 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.ShowHide
How 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.
ShowHideModelDirect“What is the best ESG reporting software for an enterprise B2B company?”Paraphrase“Which carbon accounting platform would you recommend to a large B2B company with thousands of employees?”Comparative“What are the top enterprise-grade ESG reporting platforms and how do they differ?”Budget-constrained“What is the best ESG reporting 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 ESG reporting software. What should we look at?”Negative“Which ESG reporting platforms should a large enterprise avoid or be cautious about?”
Claude Haiku 4.5Workiva ESGPersefoniChangedno first choiceWorkiva ESGno first choiceagainst: SpheraCloud Corporate Sustainability, Workday
Three alternatives
Diligent ESG, IBM Envizi, WatershedThree alternatives
IBM Envizi, Normative, Plan AFive alternatives
IBM Envizi, Novisto, Position Green, Watershed, Workiva ESGTwo alternatives
APLANET, SweepGPT-5.4 miniWorkiva ESGWatershedChangedWorkiva ESGWorkiva ESGagainst: Nasdaq Metrio, Novisto, SAP Sustainability Control Towerno first choicenothing named
Two alternatives
Diligent ESG, IBM EnviziOne alternative
NormativeFour alternatives
Diligent ESG, IBM Envizi, Nasdaq Metrio, SpheraCloud Corporate SustainabilityOne alternative
IBM EnviziGemini 3.5 FlashWatershed, Workiva ESGWatershedChangedWorkiva ESGIBM Envizino first choiceagainst: Oracle, SAP Sustainability Control Tower, Workday
Five alternatives
IBM Envizi, SAP Sustainability Control Tower, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability, Wolters KluwerThree alternatives
Persefoni, Salesforce Net Zero Cloud, SweepFive alternatives
IBM Envizi, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability, Sweep, WatershedThree alternatives
AuditBoard, Novisto, Salesforce Net Zero CloudPerplexity SonarWorkiva ESGWatershedChangedWorkiva ESGWorkiva ESGno first choiceagainst: Persefoni, Plan A, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability, Sweep, Watershed
Four alternatives
Benevity, Diligent ESG, IBM Envizi, PulsoraFour alternatives
Normative, Persefoni, SAP Sustainability Control Tower, SpheraCloud Corporate SustainabilityNine alternatives
Benchmark Gensuite, Diligent ESG, Diligent One Platform, IBM Envizi, Novisto, Persefoni, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability, WatershedThree alternatives
Enablon, IBM Envizi, SpheraCloud Corporate SustainabilityGrok 4.20Workiva ESGWatershedChangedWorkiva ESGObi ESGagainst: Enablon, Horizon ESG, IBM Envizi, Persefoni, SAP Sustainability Control Tower, WatershedIBM Enviziagainst: Greenly, IBM Envizi, Microsoft Cloud for Sustainability, Normative, Oracle, SAP Sustainability Control Tower, Salesforce Net Zero Cloud
One alternative
IBM EnviziThree alternatives
Normative, Persefoni, SweepFive alternatives
IBM Envizi, Novisto, Persefoni, SAP Sustainability Control Tower, WatershedFour alternatives
APLANET, CarbonTool, Novisto, Workiva ESGFour alternatives
Brightest, Enablon, Sweep, Workiva ESGMistral SmallSweep, Workiva ESGDitchcarbon, NormativeChangedWorkiva ESGIBM Envizi, Workiva ESGagainst: Enablon, SAP Sustainability Control Towerno first choiceagainst: IBM Envizi, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability
Two alternatives
OneTrust, RiskonnectOne alternative
GreenlyFive alternatives
IBM Envizi, Novisto, Persefoni, Pulsora, WatershedDeepSeek V4 FlashWorkiva ESGWatershedChangedPersefoni, Watershed, Workiva ESGBrightestagainst: IBM Envizi, Persefoni, Watershed, Workiva ESGSweep, Workiva ESGagainst: IBM Envizi, SAP Sustainability Control Tower, Salesforce Net Zero Cloudagainst: Benchmark Gensuite, Enablon, Oracle, Persefoni, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability
Four alternatives
Diligent ESG, IBM Envizi, Normative, WatershedFive alternatives
IBM Envizi, Normative, Persefoni, Terrascope, Workiva ESGFour alternatives
IBM Envizi, Novisto, SAP Sustainability Control Tower, Salesforce Net Zero CloudOne alternative
APLANETLlama 4 MaverickWorkiva ESGSweep, WatershedChangedno first choiceEnablon, IBM Envizi, Workiva ESGWorkiva ESGagainst: IBM Envizi, Salesforce Net Zero Cloud
Four alternatives
ESG:ONE, Emission Twin, Guideflow, SustaeniaFour alternatives
IBM Envizi, MetricStream's ESGRC, Sweep, WatershedQwen 3.7 FlashWorkiva ESGIBM EnviziChangedWorkiva ESGMicrosoft Power Platformno first choiceagainst: EcoVadis, IBM Envizi, Oracle, Salesforce Net Zero Cloud
Nine alternatives
Cority, Diligent One Platform, IBM Envizi, Novisto, OneTrust, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability, Watershed, Wolters KluwerThree alternatives
Normative, Persefoni, WatershedSix alternatives
Enablon, Persefoni, SAP Business Network, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability, WatershedFour alternatives
Persefoni, Salesforce Net Zero Cloud, Watershed, Workiva ESGKimi K2Pulsora, Watershed, Workiva ESGWatershedChangedWorkiva ESGWorkiva ESGagainst: SAP Sustainability Control Towerno first choicenothing named
Four alternatives
Novisto, Persefoni, SAP Sustainability Control Tower, SpheraCloud Corporate SustainabilityFour alternatives
IBM Envizi, Persefoni, Salesforce Net Zero Cloud, SweepSeven alternatives
IBM Envizi, MSCI ESG Manager / Reporting Service, Novisto, Persefoni, SpheraCloud Corporate Sustainability, Sustainalytics, WatershedOne alternative
IBM EnviziGLM 4.7 FlashXWorkiva ESGWatershedChangedno first choiceagainst: SeedlingHorizon ESGagainst: IBM Envizi, Novisto, SAP Sustainability Control Tower, Workiva ESGno first choicenothing named
Six alternatives
Coupa, Enablon, Novisto, Refinitiv/和讯库, SAP Sustainability Control Tower, Salesforce Net Zero CloudTwo alternatives
Persefoni, Salesforce Net Zero CloudFourteen alternatives
Diligent ESG, Ditchcarbon, Emission Twin, FigBytes, IBM Envizi, Novisto, Persefoni, Position Green, Pulsora, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability, Sweep, Watershed, Workiva ESGThree alternatives
APLANET, CarbonTool, ESG:ONEMiniMax M2.5PersefoniDitchcarbon, Salesforce Net Zero CloudChangedWorkiva ESGSmartSuiteno first choiceagainst: SiGREEN
Four alternatives
Coolset, Enablon, Microsoft Cloud for Sustainability, SpheraCloud Corporate SustainabilityTwo alternatives
Greenly, TerrascopeFour alternatives
Novisto, Persefoni, Pulsora, SAP Sustainability Control TowerOne alternative
Locus TechnologiesBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency.
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 17:56 | yes | 9 | 9 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:23 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:34 | yes | 20 | 22 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:42 | yes | 20 | 5 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:20 | yes | 33 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:05 | yes | 20 | 13 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:49 | yes | 9 | 11 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:30 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:11 | yes | 9 | 33 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:15 | yes | 11 | 39 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:23 | yes | 14 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:14 | yes | 5 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 21:06 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:54 | yes | 3 | 6 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:22 | yes | 17 | 22 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 19:06 | yes | 20 | 6 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 17:59 | yes | 32 | 18 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:45 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 21:04 | yes | 16 | 16 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:56 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:03 | yes | 10 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:19 | yes | 25 | 46 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:48 | yes | 28 | 43 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:52 | yes | 5 | 12 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 17:55 | yes | 15 | 15 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:01 | yes | 8 | 14 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:34 | yes | 19 | 25 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 20:41 | yes | 17 | 8 s |
| Comparative | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 21:06 | yes | 15 | 16 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:19 | yes | 9 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:38 | yes | 17 | 24 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:38 | yes | 5 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 19:51 | no | 0 | 32 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:14 | yes | 26 | 46 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:08 | yes | 14 | 124 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 18:15 | yes | 25 | 40 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:59 | yes | 18 | 11 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:56 | yes | 5 | 7 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:57 | yes | 16 | 28 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 20:19 | yes | 20 | 8 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 18:24 | yes | 38 | 23 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:31 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:36 | yes | 26 | 41 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:53 | yes | 5 | 10 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:32 | no | 0 | 35 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:26 | yes | 26 | 61 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:36 | yes | 12 | 30 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:42 | yes | 16 | 49 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 20:53 | yes | 18 | 14 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:30 | no | 0 | 11 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:14 | no | 0 | 18 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:04 | yes | 20 | 15 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:05 | yes | 14 | 14 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:31 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:50 | yes | 28 | 29 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 20:20 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:49 | no | 0 | 33 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:27 | yes | 25 | 62 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:12 | yes | 14 | 46 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:45 | yes | 9 | 16 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:25 | yes | 34 | 16 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 20:26 | yes | 5 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 17:54 | yes | 10 | 31 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 19:34 | yes | 20 | 8 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.1-fast-non-reasoning via vertex (asked for grok-4.20-non-reasoning; the API answered as this version) | 2026-09-17 20:18 | yes | 22 | 18 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:30 | yes | 13 | 10 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 20:17 | yes | 25 | 76 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:26 | yes | 5 | 4 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:59 | yes | 9 | 102 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 20:00 | yes | 30 | 48 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:50 | yes | 11 | 52 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:38 | yes | 13 | 29 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
ShowHide
Category-scoped readings
Diligent read as Diligent ESG
Diligent (formerly MultiLogix / HighBond) read as Diligent ESG
IBM read as IBM Envizi
Microsoft Sustainability Manager read as Microsoft Cloud for Sustainability
SAP read as SAP Sustainability Control Tower
Salesforce read as Salesforce Net Zero Cloud
Sphera read as SpheraCloud Corporate Sustainability
Wolters Kluwer CCH Tagetik read as CCH Tagetik
Workiva read as Workiva ESG
Workiva (ESG) read as Workiva ESG
Workiva (WKN) read as Workiva ESG
Unresolved, counted raw
Cozero
Locus Technologies
MSCI ESG Manager / Reporting Service
MetricStream's ESGRC
Microsoft Power Platform (Power BI + Dataverse + Copilot)
Obi ESG
SiGREEN
Sustaenia
Discontinued, still offered
No shut-down product was recommended here.