Index › Finance › Equity and corporate › ESG and carbon reporting › Small business · November 2026 Edition
ESG and carbon reporting for small business buyers
Asked as “ESG reporting software”, and as “carbon accounting platform”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
33%
Contested · Persefoni 18%
33Greenly18Persefoni07Seedling42others
33% of first choices, contested.
Since October 2026▼−15Since October 2026: 48% → 33%, −15 points. Past the 10-point floor: movement.Greenly held the lead, −15 points on 48%, 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.This pageMid-marketGreenly24%Contested▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.Standing →EnterpriseWorkiva 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.This pageMid-marketGreenly24%Contested▼−12Since October 2026: 36% → 24%, −12 points. Past the 10-point floor: movement.Standing →EnterpriseWorkiva 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 small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrantSince October 2026
01Greenly33%9%53endorsed leader▼−15Since October 2026: 48% → 33%, −15 points. Past the 10-point floor: movement.48% → 33%
Greenly33%9%53endorsed leader▼−15Since October 2026: 48% → 33%, −15 points. Past the 10-point floor: movement.48% → 33%02
Persefoni18%14%28accepted challenger▲+14Since October 2026: 4% → 18%, +14 points. Past the 10-point floor: movement.4% → 18%
Persefoni18%14%28accepted challenger▲+14Since October 2026: 4% → 18%, +14 points. Past the 10-point floor: movement.4% → 18%03
Sustain.Life7%5%22accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 10-point floor: within noise.6% → 7%
Sustain.Life7%5%22accepted challenger▲+1Since October 2026: 6% → 7%, +1 point. Inside the 10-point floor: within noise.6% → 7%04
Seedling7%0%10accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 10-point floor: within noise.0% → 7%
Seedling7%0%10accepted challenger▲+7Since October 2026: 0% → 7%, +7 points. Inside the 10-point floor: within noise.0% → 7%05
Sweep4%0%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%
Sweep4%0%18accepted challenger▲+4Since October 2026: 0% → 4%, +4 points. Inside the 10-point floor: within noise.0% → 4%06Workiva ESG4%79%43criticized challenger▲+2Since October 2026: 2% → 4%, +2 points. Inside the 10-point floor: within noise.2% → 4%
07
Normative2%7%29accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Normative2%7%29accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%08ESGgo2%0%15accepted challenger▲+2Since October 2026: 0% → 2%, +2 points. Inside the 10-point floor: within noise.0% → 2%
09
Novata2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Novata2%7%15accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%10
Coolset2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%
Coolset2%0%10accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 10-point floor: within noise.2% → 2%Show the seven products at 0%, ordered by negative rate
17
IBM Envizi0%100%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
IBM Envizi0%100%17criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%16
SAP Sustainability Control Tower0%100%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SAP Sustainability Control Tower0%100%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%15
Watershed0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Watershed0%83%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%14
SpheraCloud Corporate Sustainability0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
SpheraCloud Corporate Sustainability0%70%10criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%13
EcoVadis0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
EcoVadis0%64%14criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%12
Position Green0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Position Green0%18%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%11
Plan A0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 0%
Plan A0%0%16accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 10-point floor: within noise.0% → 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.
For buyers
Head to headHead-to-head pages are published for mid-market buyers, so these open on mid-market figures, not small business.
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 →
0102030405W06
07E08
091011121314151617Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative50%
Key
01Greenly33%
Greenly33%02Persefoni18%
Persefoni18%03Sustain.Life7%
Sustain.Life7%04Seedling7%
Seedling7%05Sweep4%
Sweep4%06Workiva ESG4%
07Normative2%
Normative2%08ESGgo2%
09Novata2%
Novata2%10Coolset2%
Coolset2%11Plan A0%
Plan A0%12Position Green0%
Position Green0%13EcoVadis0%
EcoVadis0%14SpheraCloud Corporate Sustainability0%
SpheraCloud Corporate Sustainability0%15Watershed0%
Watershed0%16SAP Sustainability Control Tower0%
SAP Sustainability Control Tower0%17IBM Envizi0%
IBM Envizi0%What they warned about
Three of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, 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
79%
34 of 43 labels negative · 13 of 14 models · 13 hard negative
“Why to avoid: They often come with a "significant learning curve" and "limited functionality" that frustrates smaller teams. They are expensive and complex” GLM 4.7 FlashX, negative prompt
IBM Envizi100%
17 of 17 labels negative · 11 of 14 models · 9 hard negative
“avoid committing to Workiva, Diligent ESG, IBM Envizi, Microsoft Sustainability Manager, Watershed, Sphera” Muse Glimmer 30B, negative prompt
SAP Sustainability Control Tower100%
11 of 11 labels negative · 9 of 14 models · 8 hard negative
“Larger platforms like Workiva and SAP Sustainability Control Tower are robust, but ... weaker fit for tight budgets.” GPT-5.4 mini, budget prompt
EcoVadis64%
9 of 14 labels negative · 9 of 14 models · 5 hard negative
“Why caution/avoid: Frequently criticized as extremely expensive ... one-size-fits-all questionnaires that feel irrelevant or overly generalized for small businesses” Grok 4.20, negative 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. 890 links across 230 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.
vendor site · G233 answers · 64 citations · 10 models
33 answers · 52 citations · 10 models
30 answers · 42 citations · 10 models
vendor site · Greenly21 answers · 26 citations · 9 models
vendor site · Sourceforge20 answers · 24 citations · 9 models
vendor site · Capterra19 answers · 32 citations · 8 models
vendor site · cubemos19 answers · 21 citations · 9 models
17 answers · 18 citations · 11 models
vendor site · Seedling15 answers · 24 citations · 12 models
15 answers · 15 citations · 8 models
15 answers · 15 citations · 6 models
vendor site · Coolset13 answers · 13 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.
27 answers · 10 models
23 answers · 10 models
20 answers · 10 models
19 answers · 9 models
16 answers · 11 models
16 answers · 7 models
15 answers · 8 models
13 answers · 9 models
13 answers · 6 models
12 answers · 7 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 Greenly 33%, Green Project 2% | 35% | 89 | 2,900 | 28 | 130,546 | 26 | ||
| Persefoni persefoni.com | 18% | 81 | 1,300 | 23 | 8,274 | $3 | 26 | 7 |
| Workiva ESG workiva.com Sustain.Life 7%, Workiva ESG 4% | 11% | 130 | 390 | 0 | 58,186 | $23 | 64 | 1 |
| Seedling seedling.earth | 7% | 18 | 14,800 | 12,431 | 2,652 | 0 | ||
| Sweep sweep.net | 4% | 68 | 33,100 | 41,121 | 7,225 | 5 | ||
| Futureproof | 4% | |||||||
| Normative normative.io | 2% | 45 | 12,100 | 17,486 | 23,975 | |||
| ESGgo | 2% | 10 | 0 | |||||
| Novata novata.com | 2% | 19 | 1,600 | 46 | 1,026 | $208 | 4 | |
| Coolset coolset.com | 2% | 29 | 720 | 0 | 4,690 |
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 small B2B company?”Paraphrase“Which carbon accounting platform would you recommend to a small business that sells to other businesses?”Comparative“What are the top ESG reporting platforms for a small team and how do they differ?”Budget-constrained“What is the best ESG reporting software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a ESG reporting software. What should we look at?”Negative“Which ESG reporting platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Greenly, NormativeGreen Project, GreenlyChangedGreenlyExecutESG, Persefonino first choiceagainst: Greenly, IBM Envizi, Workiva ESG
Two alternatives
Novisto, Sustain.LifeThree alternatives
Aclymate, Sage Earth Carbon Accounting, SeedlingFour alternatives
ESGgo, Emerald Power, Normative, Plan AThree alternatives
Greenly, Normative, Plan AGPT-5.4 miniFutureproof, KEY ESGagainst: Metrio, Workiva ESGGreenlyChangedPersefoniagainst: Datamaran, WatershedORGREZIO Voluntary Standardagainst: EcoVadis, SAP Sustainability Control Tower, Workiva ESGno first choiceagainst: IBM Envizi, Microsoft Cloud for Sustainability, SAP Sustainability Control Tower, Salesforce Net Zero, Workiva ESG
Two alternatives
Net0, SupercriticalTwo alternatives
Normative, PersefoniThree alternatives
Novisto, Sweep, Workiva ESGTwo alternatives
Carbonhound, SocialsuiteGemini 3.5 FlashGreenlyagainst: IBM Envizi, Watershed, Workiva ESGGreenlyHeldGreenlyagainst: IBM Envizi, Workiva ESGSustain.Lifeagainst: IBM Envizi, Watershed, Workiva ESGno first choiceagainst: IBM Envizi, Workiva ESGagainst: EcoVadis, Enablon, IBM Envizi, SAP Sustainability Control Tower, Sedex, SpheraCloud Corporate Sustainability, Workiva ESG
Five alternatives
Brightest, EcoHedge, Novata, Pulsora, Sustain.LifeFour alternatives
EcoHedge, Normative's Business Carbon Calculator, Persefoni, Workiva CarbonFour alternatives
Brightest, Novata, Sumday, SweepFour alternatives
Dcycle, Greenly, Hedgehog Carbon, SME Climate HubFive alternatives
Greenly, Normative, Plan A, Sumday, SweepPerplexity SonarGreenlyagainst: Workiva ESGGreenlyHeldagainst: PersefoniGreenlyagainst: Diligent ESG, Watershed, Workiva ESGPersefoniagainst: APLANET, IBM Envizi, Workiva ESGno first choiceagainst: IBM Envizi, Novisto, SAP Sustainability Control Tower, Workiva ESG
Three alternatives
Coolset, Normative, NovataThree alternatives
Aclymate, Hedgehog, SeedlingFour alternatives
Normative, Novata, Position Green, SweepTwo alternatives
Greenly, NovataGrok 4.20Greenlyagainst: SpheraCloud Corporate Sustainability, Workiva ESGGreenlyHeldagainst: WatershedGreenly, Normativeagainst: Diligent ESG, Workday, Workiva ESGFutureproofCoolset, Greenlyagainst: SpheraCloud Corporate Sustainability, Workiva ESGagainst: Assent, EcoVadis, IBM Envizi, SAP Sustainability Control Tower, Sedex, ServiceNow GRC, Workiva ESG
Two alternatives
Normative, Sustain.LifeFour alternatives
Carbonfact, Normative, Plan A, SeedlingFive alternatives
ESGgo, EcoVadis, Plan A, Sustain.Life, SweepTwo alternatives
ESGDO, MittiThree alternatives
Envoria, Normative, cubemosMistral SmallWorkiva ESGGreenlyChangedESGgo, Greenly, Sustain.LifeESGgo, Sustain.Lifeno first choiceagainst: EcoChain, IBM Envizi, Normative, Optro, ServiceNow, Tracera, VelocityEHS
Three alternatives
Metrio, Persefoni, Position GreenTwo alternatives
Positive Planet, SeedlingTwo alternatives
FigBytes, Workiva ESGOne alternative
NormativeDeepSeek V4 FlashGreenlyagainst: Novisto, SAP Sustainability Control Tower, Workiva ESGSeedlingChangedagainst: Aclymate NavigatorGreenlyagainst: Normative, Workiva ESGPersefoniagainst: SpheraCloud Corporate Sustainability, Watershed, Workiva ESGGreenlyagainst: IBM Envizi, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability, Workiva ESGagainst: IBM Envizi, Watershed, Workiva ESG
Three alternatives
EcoHedge, EcoVadis, Sustain.LifeTwo alternatives
Greenly, Sage EarthThree alternatives
ESGgo, Novata, Sustain.LifeTwo alternatives
ESG Lift, GreenlyFive alternatives
Brightest, Coolset, Envoria, Persefoni, cubemosLlama 4 MaverickWorkiva ESGGreenlyChangedno first choicePersefoniagainst: Novatano first choiceagainst: EcoVadis, SAP Sustainability Control Tower, Sedex, Workiva ESG
Three alternatives
Greenly, Metrio, Position GreenThree alternatives
Climate Essentials, EnergyElephant, SeedlingOne alternative
SweepQwen 3.7 FlashMetrioagainst: SAP Sustainability Control Tower, Workiva ESGSeedling, SweepChangedagainst: PersefoniGreenlyagainst: Salesforce Net Zero Cloud, Workiva ESGPersefoni, Sweepagainst: Greenlyno first choiceagainst: EcoVadis, SAP Audit Management, ServiceNow
Five alternatives
EcoVadis, Greenly, Normative, Sweep, cubemosTwo alternatives
Orki, Plan AFour alternatives
ESGgo, GreenScore, Normative, Sustain.LifeTwo alternatives
Carbonbase, Emission-iKimi K2Greenly, Sustain.LifeSeedlingChangedHorizon ESG, Sweepagainst: Workiva ESGNovatano first choiceagainst: Persefoni, Watershedagainst: EcoVadis, Greenly, IBM Envizi, Position Green, Pulsora, SAP Sustainability Control Tower
Six alternatives
ESGgo, Envoria, Greener Ahead, Intelex, Normative, cubemosThree alternatives
Greenly, Persefoni, Sage EarthOne alternative
GreenlySix alternatives
ESGgo, GRI Content Index Template, Greenly, Intelex, Sustain.Life, Vena ESG Reporting TemplateSeven alternatives
Greenly, Normative, Novata, Plan A, Position Green, Use First, Workiva ESGGLM 4.7 FlashXPersefoniagainst: Code Gaia, NovistoNetNadaChangedESGgo, Sustain.LifePersefoniagainst: Sustain.Lifeno first choiceagainst: EcoVadis, Greenly, SAP Sustainability Control Tower, Workiva ESG
Two alternatives
Intelex, Optial SmartStartFive alternatives
Aclymate, CarbonAccounting.ai, Climate Essentials, Greenly, PersefoniFour alternatives
FigBytes, Normative, Novata, PersefoniThree alternatives
ESG Lift, Greenly, Sustain.LifeMiniMax M2.5Greenly, Sustain.LifeSAMESG® LiteChangedESGgo, Sustain.Lifeagainst: Workiva ESGPersefoniagainst: IBM Envizi, Workiva ESGno first choiceagainst: Workiva ESGagainst: EcoVadis, Greenly, Workiva ESG
Two alternatives
Code Gaia, Nasdaq MetrioTwo alternatives
CarbonAccounting.ai, KarbunWiseThree alternatives
FigBytes, Greenly, NovataThree alternatives
Futureproof, Greenly, MittiGPT-6 LunaGreenlyAclymateChangedGreenlyagainst: Workiva ESGGeneration Impact Globalno first choiceagainst: EcoVadis, IBM Envizi, SpheraCloud Corporate Sustainability, Watershed, Workiva ESG
Two alternatives
ESGdesk, EcoVadisOne alternative
PersefoniThree alternatives
Coolset, Persefoni, Plan ATwo alternatives
GreenWorks ESG, SeedlingMuse Glimmer 30BGreenly, PersefoniSeedlingChangedEmerald PowerPersefoniagainst: Intelexno first choiceagainst: Diligent ESG, IBM Envizi, Microsoft Cloud for Sustainability, Novisto, Persefoni, Position Green, SpheraCloud Corporate Sustainability, Watershed, Workiva ESG
One alternative
NormativeThree alternatives
Atrius Sustainability Starter, Climate Essentials, Green ProjectFour alternatives
ESGgo, Greenly, Normative, Sustain.LifeTwo alternatives
ESGgo, Sustain.LifeSix alternatives
Coolset, ESGgo, Envoria, Normative, Sustain.Life, cubemosBold 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 09:21 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 09:47 | yes | 4 | 4 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 10:45 | yes | 12 | 16 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 09:14 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:09 | yes | 11 | 30 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:03 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 11:20 | yes | 23 | 21 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 12:05 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:16 | yes | 17 | 55 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:30 | yes | 9 | 59 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:07 | yes | 24 | 84 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:43 | yes | 8 | 30 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 11:38 | yes | 4 | 19 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 11:00 | yes | 14 | 19 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:47 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 11:18 | yes | 1 | 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 09:37 | yes | 18 | 20 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:16 | yes | 10 | 4 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:05 | yes | 5 | 30 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:51 | yes | 5 | 5 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:24 | yes | 21 | 19 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:09 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:14 | yes | 5 | 36 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:05 | yes | 18 | 21 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:29 | yes | 18 | 40 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:36 | yes | 5 | 18 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:04 | yes | 3 | 13 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 09:07 | yes | 25 | 32 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:12 | yes | 16 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:36 | yes | 4 | 8 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 11:48 | yes | 15 | 27 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 09:52 | yes | 10 | 6 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:30 | yes | 10 | 39 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:38 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:15 | yes | 25 | 32 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:21 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:13 | yes | 10 | 27 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:33 | yes | 15 | 26 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:00 | yes | 14 | 30 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:18 | yes | 17 | 43 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 09:20 | yes | 5 | 19 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 08:52 | yes | 13 | 25 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:27 | yes | 10 | 8 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:24 | yes | 3 | 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 12:18 | yes | 6 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 09:03 | yes | 10 | 4 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:16 | yes | 22 | 30 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 10:47 | yes | 15 | 9 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 10:41 | yes | 24 | 17 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:59 | yes | 5 | 3 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:40 | no | 0 | 33 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:43 | yes | 20 | 57 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:23 | yes | 23 | 42 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 10:06 | yes | 9 | 36 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:33 | yes | 3 | 9 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:18 | yes | 23 | 28 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 13:00 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:59 | no | 0 | 6 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 12:30 | no | 0 | 13 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 12:31 | yes | 10 | 7 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:26 | yes | 9 | 31 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 11:30 | no | 0 | 7 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:01 | yes | 23 | 40 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 09:11 | yes | 5 | 7 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 09:24 | no | 0 | 27 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:52 | no | 0 | 36 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:41 | yes | 25 | 151 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:58 | no | 0 | 23 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:42 | yes | 3 | 18 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:21 | yes | 12 | 21 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 11:04 | yes | 19 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 12:42 | yes | 4 | 7 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 11:17 | no | 0 | 19 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 09:30 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 13:07 | yes | 10 | 36 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:07 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:49 | yes | 24 | 28 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 10:59 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:57 | yes | 12 | 71 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 09:06 | yes | 25 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:43 | yes | 20 | 94 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:27 | yes | 11 | 36 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 10:48 | yes | 3 | 16 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 10:59 | yes | 14 | 21 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
EcoOnline read as EcoOnline ESG
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
Workiva read as Workiva ESG
Unresolved, counted raw
Aclymate Navigator
Anthesis
Atrius Sustainability Starter
Carbon Interface
Carbonbase
Carbonfact
Carbonhound
Clyde
Conserve
EPA Center for Corporate Climate Leadership
EPA Simplified GHG Emissions Calculator
ERM
ESGDO
Eclypsium (formerly Anteater)
Emission-i
EnergyElephant
Faru
GRI Content Index Template
GreenScore
Greener Ahead
Hedgehog Carbon
Integrity
Intelex Technologies
KarbunWise
Leverage
Lineos Disclosure Management
Net0
Normative's Business Carbon Calculator
Nuvocarto
ORGREZIO Voluntary Standard
Positive Planet
SAMESG® Lite
STEP Free Digital Resources
Sage Earth Carbon Accounting
Salesforce Net Zero
Sametrica
Socialsuite
Supercritical
Sustainability Software
Use First
Vena ESG Reporting Template (Excel)
Workday ESG
Discontinued, still offered
No shut-down product was recommended here.