ESG and carbon reporting
Asked as “ESG reporting software”, and as “carbon accounting platform”, on behalf of a mid-market B2B company. 54 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
24%
Contested · Persefoni 17%
24Greenly17Persefoni13Sweep46others
24% of first choices, contested.
Since October 2026▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.Greenly held the lead, −12 points on 36%, past the floor.
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
Greenly33%Contested▼−15Since October 2026: 48% → 33%, −15 points. Past the 10-point floor: movement.Standing →Mid-marketGreenly24%Contested▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.This pageEnterpriseWorkiva ESG39%Contested▲+2Since October 2026: 37% → 39%, +2 points. Inside the 10-point floor: within noise.Standing →
Greenly33%Contested▼−15Since October 2026: 48% → 33%, −15 points. Past the 10-point floor: movement.Standing →Mid-marketGreenly24%Contested▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.This pageEnterpriseWorkiva ESG39%Contested▲+2Since October 2026: 37% → 39%, +2 points. Inside the 10-point floor: within noise.Standing →The standing
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. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Greenly24%0%37accepted challenger▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.36% → 24%
Greenly24%0%37accepted challenger▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.36% → 24%02
Persefoni17%10%30accepted challenger▲+12Since October 2026: 5% → 17%, +12 points. Past the 10-point floor: movement.5% → 17%
Persefoni17%10%30accepted challenger▲+12Since October 2026: 5% → 17%, +12 points. Past the 10-point floor: movement.5% → 17%03
Sweep13%3%35accepted challenger▲+3Since October 2026: 10% → 13%, +3 points. Inside the 10-point floor: within noise.10% → 13%
Sweep13%3%35accepted challenger▲+3Since October 2026: 10% → 13%, +3 points. Inside the 10-point floor: within noise.10% → 13%04
Watershed6%17%24accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 10-point floor: within noise.3% → 6%
Watershed6%17%24accepted challenger▲+3Since October 2026: 3% → 6%, +3 points. Inside the 10-point floor: within noise.3% → 6%05
Novisto4%8%13accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 10-point floor: within noise.3% → 4%
Novisto4%8%13accepted challenger▲+1Since October 2026: 3% → 4%, +1 point. Inside the 10-point floor: within noise.3% → 4%06
Coolset2%0%15accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 10-point floor: within noise.7% → 2%
Coolset2%0%15accepted challenger▼−5Since October 2026: 7% → 2%, −5 points. Inside the 10-point floor: within noise.7% → 2%07Workiva ESG2%49%45criticized challenger▼−1Since October 2026: 3% → 2%, −1 point. Inside the 10-point floor: within noise.3% → 2%
Show the six products at 0%, ordered by negative rate
13
SAP Sustainability Control Tower0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Sustainability Control Tower0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
IBM Envizi0%28%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
IBM Envizi0%28%25criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%10
Diligent ESG0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Diligent ESG0%19%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
SpheraCloud Corporate Sustainability0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SpheraCloud Corporate Sustainability0%18%17accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%08
Normative0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Normative0%0%12accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%09
Plan A0%0%12accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%
Plan A0%0%12accepted challenger▼−3Since October 2026: 3% → 0%, −3 points. Inside the 10-point floor: within noise.3% → 0%The floor is 10 points of share, measured: how far the models move a leader on their own when the same questions are asked twice with nothing changed. A larger change is movement; a smaller one can't be told apart from repeat variation, and both are shown. Each index measures its own floor from its own repeat, over its own categories, so the floor differs from one index to the next. Both editions asked the same fourteen models. How the floor is measured
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.
All twenty-one head-to-head pages: the top seven products, each against each
Greenly vs NovistoGreenly vs CoolsetGreenly vs Workiva ESGPersefoni vs SweepPersefoni vs WatershedPersefoni vs NovistoPersefoni vs CoolsetPersefoni vs Workiva ESGSweep vs WatershedSweep vs NovistoSweep vs CoolsetSweep vs Workiva ESGWatershed vs NovistoWatershed vs CoolsetWatershed vs Workiva ESGNovisto vs CoolsetNovisto vs Workiva ESGCoolset 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 →
010203040506W07
080910111213Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Greenly24%
Greenly24%02Persefoni17%
Persefoni17%03Sweep13%
Sweep13%04Watershed6%
Watershed6%05Novisto4%
Novisto4%06Coolset2%
Coolset2%07Workiva ESG2%
08Normative0%
Normative0%09Plan A0%
Plan A0%10Diligent ESG0%
Diligent ESG0%11IBM Envizi0%
IBM Envizi0%12SpheraCloud Corporate Sustainability0%
SpheraCloud Corporate Sustainability0%13SAP Sustainability Control Tower0%
SAP Sustainability Control Tower0%What they warned about
One of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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 and Muse Glimmer 30B 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.
Workiva ESG
49%
22 of 45 labels negative · 9 of 14 models · 4 hard negative
“What to Avoid (When on a Tight Budget) - Workiva, Sphera, IBM Envizi – Enterprise-grade platforms with heavy implementation costs” DeepSeek V4 Flash, budget prompt
SAP Sustainability Control Tower42%
5 of 12 labels negative · 5 of 14 models
“SAP Sustainability Control Tower has also received negative feedback, although the specific reasons are not clear.” Llama 4 Maverick, negative prompt
Sustainalytics83%
5 of 6 labels negative · 5 of 14 models
“Private data vendors like MSCI and Sustainalytics view information with different lenses. Their datasets show low correlation” Muse Glimmer 30B, negative prompt
Watershed17%
4 of 24 labels negative · 4 of 14 models
“technically rigorous but are generally framed for enterprises & financial institutions with complex regulatory needs and pricing/complexity” Muse Glimmer 30B, paraphrase prompt
What they cite
Fourteen of the fourteen models returned a source list in this edition: five return the pages they cited and nine the search results they consulted.
Sites the answers cite
75 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 844 links across 256 sites, every framing counted. Ranked by the number of answers carrying the site or page. 6 of the 252 answers across every segment cited this index's own page for the category; the method page measures whether that reading tilts an answer.
20 answers · 24 citations · 11 models
19 answers · 28 citations · 10 models
vendor site · Greenly17 answers · 23 citations · 8 models
vendor site · G216 answers · 28 citations · 8 models
vendor site · cubemos16 answers · 16 citations · 7 models
15 answers · 17 citations · 8 models
vendor site · Guideflow14 answers · 15 citations · 7 models
vendor site · Seedling13 answers · 15 citations · 10 models
vendor site · Sweep13 answers · 14 citations · 9 models
13 answers · 13 citations · 9 models
vendor site · Dcycle12 answers · 14 citations · 8 models
vendor site · Emerald Power12 answers · 14 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.
16 answers · 7 models
14 answers · 9 models
13 answers · 6 models
12 answers · 8 models
11 answers · 7 models
11 answers · 6 models
11 answers · 7 models
10 answers · 7 models
10 answers · 7 models
10 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 |
|---|---|---|---|---|---|---|---|---|
| Greenly greenly.earth | 24% | 89 | 2,900 | 28 | 130,546 | 26 | ||
| Persefoni persefoni.com | 17% | 81 | 1,300 | 23 | 8,274 | $3 | 26 | 7 |
| Sweep sweep.net | 13% | 68 | 33,100 | 41,121 | 7,225 | 5 | ||
| Watershed watershed.com | 6% | 72 | 110,000 | 6,800 | 10,897 | $111 | 17 | |
| Emerald Power emeraldpower.io | 6% | 10 | 140 | 335 | 16 | |||
| ESG Lift esglift.com | 6% | 6 | 0 | 9 | ||||
| Novisto novisto.com | 4% | 43 | 320 | 4 | 862 | 3 | ||
| Horizon ESG horizonesg.global | 4% | 10 | ||||||
| cubemos cubemos.com | 4% | 15 | ||||||
| Workiva ESG workiva.com Sustain.Life 2%, Workiva ESG 2% | 4% | 130 | 390 | 0 | 58,186 | $23 | 64 | 1 |
Google's top ten for the three searches hold 20 sites; 0 of them are among the sites the models cited here. 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 a mid-market B2B company?”Paraphrase“Which carbon accounting platform would you recommend to a mid-sized B2B company?”Comparative“What are the top ESG reporting platforms and how do they differ?”Budget-constrained“What is the best ESG reporting software for a company with a limited budget?”Scale-constrained“We are a 500 person company evaluating a ESG reporting software. What should we look at?”Negative“Which ESG reporting platforms should I avoid or be cautious about?”
Claude Haiku 4.5EcoOnline ESGGreenlyChangedWorkiva ESGESG Liftno first choicenothing named
Three alternatives
Diligent ESG, Novisto, SweepThree alternatives
KEY ESG, Plan A, SeedlingFour alternatives
Greenly, Persefoni, Sweep, WatershedFive alternatives
ExecutESG, Greenly, Normative, Persefoni, Plan AGPT-5.4 miniWorkiva ESGSweepChangedIBM Envizi, Workiva ESGGIG Solution / ESG Reporting by Generation Impact Globalagainst: Workiva ESGno first choicenothing named
Four alternatives
FigBytes, Horizon ESG, KEY ESG, MetrioFour alternatives
Greenly, Persefoni, Plan A, WatershedFour alternatives
Diligent ESG, Nasdaq Metrio, SAP Sustainability Control Tower, SpheraCloud Corporate SustainabilityThree alternatives
ESG Suite, Essential ESG by Tracker Networks, VSME StudioGemini 3.5 FlashGreenlyagainst: IBM Envizi, SAP Sustainability Control Tower, Workiva ESGGreenlyHeldagainst: SAP Footprint Management, Salesforce Net Zero CloudWorkiva ESGSustain.LifeSweep, Watershedagainst: Enablon, IBM Envizi, Nasdaq Metrio, Workiva ESGagainst: IBM Envizi, SAP Sustainability Footprint, Workiva ESG
Five alternatives
Gravity, KEY ESG, Novata, Sweep, WatershedFour alternatives
Plan A, Seedling, Sweep, WatershedSix alternatives
Cority, Greenly, IBM Envizi, OneTrust ESG, Salesforce Net Zero Cloud, SweepFive alternatives
Dcycle, Greenly, SME Climate Hub, Sumday, US EPA Simplified GHG Emissions CalculatorFour alternatives
Greenly, Novata, Persefoni, Position GreenPerplexity SonarNovataagainst: Workiva ESGGreenlyChangedagainst: IBM Envizi, WatershedWorkiva ESGPersefoniagainst: IBM Envizi, Workiva ESGno first choiceagainst: Workiva ESG
Four alternatives
Coolset, Greenly, Novisto, SweepEight alternatives
Aclymate, Coolset, Normative, Persefoni, Plan A, Seedling, Sweep, ZeveroThirteen alternatives
Benchmark Gensuite, Diligent ESG, Greenly, IBM Envizi, Microsoft Cloud for Sustainability, Normative, Novisto, Persefoni, Pulsora, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability, Sweep, WatershedFive alternatives
Apiday, Greenly, Horizon ESG, Novata, Plan AGrok 4.20Sweepagainst: Diligent ESG, SpheraCloud Corporate Sustainability, Workiva ESGGreenlyChangedWorkiva ESGcubemosagainst: Diligent ESG, Excel, Looker Studio, Nasdaq Metrio, Workiva ESGSweepagainst: SAP Sustainability Control Tower, Workiva ESGagainst: AuditBoard, EcoVadis, Workiva ESG
Two alternatives
Novisto, PersefoniThree alternatives
Coolset, Persefoni, WatershedFive alternatives
Cority, Greenly, Novisto, SpheraCloud Corporate Sustainability, SweepTwo alternatives
Futureproof, MittiSix alternatives
Coolset, Emerald Power, Greenly, Horizon ESG, IBM Envizi, NormativeMistral SmallEmerald Power, Horizon ESGagainst: Workiva ESGCoolset, GreenlyChangedWorkiva ESGGreenly, Horizon ESGagainst: Novisto, Workiva ESGno first choiceagainst: SAP Sustainability Control Tower, Workiva ESG
Two alternatives
Metrio, Position GreenOne alternative
SeedlingThree alternatives
IBM Envizi, Microsoft Cloud for Sustainability, SAP Sustainability Control TowerOne alternative
PersefoniDeepSeek V4 FlashGreenly, cubemosagainst: Workiva ESGGreenlyChangedagainst: PersefoniWatershed, Workiva ESGagainst: IBM EnviziPersefoniagainst: IBM Envizi, Persefoni, SpheraCloud Corporate Sustainability, Workiva ESGno first choiceagainst: Watershed, Workiva ESGagainst: CDP, ISS ESG, JUST Capital, MSCI ESG Ratings, S&P Global, Sustainalytics, Workiva ESG
Three alternatives
Emerald Power, Horizon ESG, SweepTwo alternatives
Coolset, SeedlingFive alternatives
Diligent ESG, Greenly, Microsoft Cloud for Sustainability, SpheraCloud Corporate Sustainability, SweepTwo alternatives
Intelex, Sustain.LifeLlama 4 Maverickno first choiceSweepChangedno first choicePersefonino first choiceagainst: SAP Sustainability Control Tower, Workiva ESG
Two alternatives
Coolset, GreenlyThree alternatives
Greenly, Novisto, Sustain.LifeQwen 3.7 FlashNovisto, PersefoniSweep, WatershedChangedWorkiva ESGagainst: Microsoft Cloud for Sustainability, SAP Sustainability Control TowerWrenagainst: Salesforce Net Zero Cloud, Workiva ESGno first choicenothing named
Three alternatives
ESG:ONE, Sweep, WatershedOne alternative
PersefoniSix alternatives
Diligent ESG, Greenstone, IBM Envizi, Persefoni, SpheraCloud Corporate Sustainability, WatershedThree alternatives
Greenly, Spruce, The Higg IndexKimi K2ESG:ONEGreenlyChangedagainst: WatershedWorkiva ESGESG Lift, ExecutESGno first choiceagainst: Bloomberg ESG, ISS ESG, MSCI ESG, Moody's ESG, Refinitiv/和讯库, Sustainalytics
Three alternatives
Diligent ESG, EcoOnline ESG, GreenlyTwo alternatives
Plan A, SweepSeven alternatives
Diligent ESG, IBM Envizi, MSCI ESG, Novisto, Position Green, Sustainalytics, SweepTwo alternatives
ESGgo, Sustain.LifeGLM 4.7 FlashXEmerald PowerGreenlyChangedWorkiva ESGESG Lift, Persefoniagainst: EcoChain, Optial SmartStart, Sweepno first choiceagainst: Bloomberg ESG Data, MSCI ESG Research, Refinitiv (now LSEG) ESG Ratings, S&P Dow Jones Indices, Sustainalytics
Five alternatives
Atlas Metrics, Greenly, Normative, Novato, SweepTwo alternatives
Coolset, SeedlingSeventeen alternatives
Assent, Benevity, CCH Tagetik, Coolset, Diligent ESG, ESG UniVerse, Greenly, IBM Envizi, Microsoft Net Zero Cloud, Normative, OneStream ESG, Pulsora, SAP Sustainability Control Tower, Seedling, SustainGRC, Sweep, VEXPLORFour alternatives
ESGgo, ExecutESG, Normative, Sustain.LifeMiniMax M2.5Novisto, Precoro ESGPersefoni, WatershedChangedWorkiva ESGagainst: EcoVadisPersefonino first choiceagainst: CDP, MSCI, S&P Global, Sustainalytics
Two alternatives
IBM Envizi, Workiva ESGOne alternative
NormativeFour alternatives
Greenly, IBM Envizi, Persefoni, SAP Sustainability Control TowerThree alternatives
Greenly, Plan A, SweepGPT-6 LunaSweepagainst: EcoVadisGreenlyChangedWorkiva ESGPersefonino first choiceagainst: The GHG Protocol
Two alternatives
Greenly, Workiva ESGTwo alternatives
Persefoni, SweepEight alternatives
Diligent ESG, IBM Envizi, Microsoft Cloud for Sustainability, Oracle Cloud EPM for Sustainability, Persefoni, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability, WatershedTwo alternatives
ESGdesk, EcoDiligenceMuse Glimmer 30BEmerald Poweragainst: Workiva ESGGreenlyChangedagainst: Persefoni, WatershedWorkiva ESGPersefoniagainst: Diligent ESG, SpheraCloud Corporate Sustainability, Workiva ESGno first choiceagainst: MSCI, Sustainalytics
Six alternatives
Coolset, ESG:ONE, Envoria, Normative, Sweep, cubemosThree alternatives
Coolset, Seedling, ZeveroSix alternatives
Farseer, IBM Envizi, Plan A, SpheraCloud Corporate Sustainability, Sweep, WatershedThree alternatives
ESG Lift, Greenly, OrkiBold 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.
Eighty-four 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 | 2026-11-01 10:22 | yes | 10 | 8 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:55 | yes | 4 | 5 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:26 | yes | 13 | 23 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 11:35 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 15 | 34 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:10 | yes | 5 | 5 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:19 | yes | 23 | 28 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:46 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:18 | yes | 10 | 35 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:58 | yes | 9 | 47 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:51 | yes | 15 | 31 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:27 | yes | 14 | 71 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:06 | yes | 4 | 23 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:34 | yes | 10 | 17 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:16 | yes | 10 | 8 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:23 | yes | 3 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:34 | yes | 9 | 23 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 11:06 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:19 | yes | 9 | 29 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:04 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:46 | yes | 23 | 23 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:45 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:47 | no | 0 | 29 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:01 | yes | 15 | 28 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:52 | yes | 14 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:40 | no | 0 | 19 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:48 | yes | 3 | 16 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:38 | yes | 13 | 18 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:19 | yes | 17 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:56 | yes | 7 | 7 s |
| Comparative | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 12:39 | no | 0 | 14 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 10:52 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 9 | 36 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:33 | yes | 19 | 12 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:39 | yes | 25 | 46 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:20 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:03 | yes | 10 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 08:43 | yes | 25 | 42 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 11:03 | yes | 15 | 50 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:37 | yes | 15 | 45 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:47 | yes | 10 | 24 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:31 | yes | 15 | 24 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 08:58 | yes | 9 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:30 | yes | 5 | 5 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:59 | yes | 3 | 14 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 11:04 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:12 | yes | 12 | 36 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:28 | yes | 5 | 5 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:29 | yes | 24 | 29 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 08:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:32 | no | 0 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:33 | yes | 14 | 25 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:03 | yes | 18 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:15 | yes | 13 | 33 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:40 | yes | 3 | 18 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:55 | yes | 15 | 12 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:13 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:12 | no | 0 | 7 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:19 | no | 0 | 19 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 10:23 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 10 | 36 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | no | 0 | 9 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:09 | yes | 19 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:57 | yes | 5 | 2 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:25 | yes | 5 | 32 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:01 | yes | 10 | 21 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:53 | yes | 14 | 24 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:04 | yes | 5 | 26 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:02 | yes | 3 | 21 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:45 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:05 | yes | 17 | 8 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:05 | yes | 6 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.6-flash (asked for gemini-3.5-flash; the API answered as this version) | 2026-11-01 10:24 | yes | 7 | 20 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:02 | yes | 10 | 5 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:22 | yes | 15 | 36 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:13 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:53 | yes | 25 | 29 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:26 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:12 | yes | 9 | 40 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:26 | yes | 23 | 58 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:04 | yes | 23 | 104 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:36 | no | 0 | 33 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:59 | yes | 5 | 17 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:39 | yes | 14 | 23 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
Diligent read as Diligent ESG
Microsoft Sustainability Manager read as Microsoft Cloud for Sustainability
SAP read as SAP Sustainability Control Tower
SAP Sustainability read as SAP Sustainability Control Tower
Salesforce read as Salesforce Net Zero Cloud
Sphera read as SpheraCloud Corporate Sustainability
Workiva read as Workiva ESG
Workiva (Wdesk) read as Workiva ESG
Unresolved, counted raw
Apiday
Atlas Metrics
Bloomberg ESG Data
Climatiq API
EFRAG Excel Template
EFRAG Voluntary SME standard for CSRD
EHS Insight
EPA's Simplified GHG Calculator
ESG UniVerse
EcoDiligence
Essential ESG by Tracker Networks
FTSE Russell
GIG Solution / ESG Reporting by Generation Impact Global
GRI
GRI Standards
GRI Templates
Gravity
HIP Ratings
IBM Environmental Intelligence
ImpactNexus
IntegrityNext
JUST Capital
MSCI ESG Research
Measurabl
Microsoft Net Zero Cloud
Microsoft's Sustainability Manager
Moody's ESG
Novato
OneTrust ESG
Oracle Cloud EPM for Sustainability
Precoro ESG
Refinitiv (now LSEG) ESG Ratings
S&P
S&P Dow Jones Indices
SAP Footprint Management
SAP Sustainability Footprint
SASB
SG Analytics
Spruce
SustainGRC
TCFD
The GHG Protocol
The Higg Index (by SAC)
Trueup
US EPA Simplified GHG Emissions Calculator
VEXPLOR
VSME Studio
Wren
Discontinued, still offered
No shut-down product was recommended here.