ESG and carbon reporting
Asked as “ESG reporting software”, and as “carbon accounting platform”, on behalf of a mid-market B2B company. 52 first choices recorded across the direct, paraphrase, budget and scale prompts, twelve models each.
Standing · first-choice share
25%
Contested · Greenly 13%
25Sweep13Greenly10Novisto52others
25% 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 a mid-market B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Show the seven 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 head
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 →
01
02
03
04
05
06
07W08
09
10
11
12
13
14
15Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative40%
Key
01Sweep25%
Sweep25%02Greenly13%
Greenly13%03Novisto10%
Novisto10%04Plan A10%
Plan A10%05Coolset8%
Coolset8%06EcoOnline ESG8%
EcoOnline ESG8%07Persefoni6%
Persefoni6%08Workiva ESG4%
09Watershed0%
Watershed0%10Diligent ESG0%
Diligent ESG0%11SAP Sustainability Control Tower0%
SAP Sustainability Control Tower0%12Normative0%
Normative0%13Pulsora0%
Pulsora0%14IBM Envizi0%
IBM Envizi0%15Salesforce Net Zero Cloud0%
Salesforce Net Zero Cloud0%What they warned about
One 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, 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.
IBM Envizi36%
9 of 25 labels negative · 7 of 12 models · 3 hard negative
“Some consultants and industry observers recommend steering clear of ESG solutions from major tech firms” Mistral Small, negative prompt
Workiva ESG
29%
10 of 35 labels negative · 5 of 12 models · 4 hard negative
“| Workiva | $50K–$150K+ (likely overkill) | Skip unless you need integrated financial + ESG reporting |” DeepSeek V4 Flash, scale prompt
Salesforce Net Zero Cloud55%
6 of 11 labels negative · 5 of 12 models · 1 hard negative
“recommend steering clear of ESG solutions from major tech firms, as these may not be as specialized or effective” Mistral Small, negative prompt
Watershed17%
3 of 18 labels negative · 3 of 12 models
“Some enterprise platforms like Watershed assume dedicated sustainability staff and full custom pricing with no standard SMB tier or transparent pricing.” Claude Haiku 4.5, paraphrase 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
68 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. 953 links across 246 sites, every framing counted. Ranked by the number of answers carrying the site or page.
vendor site · Guideflow39 answers · 41 citations · 10 models
vendor site · Coolset37 answers · 44 citations · 11 models
31 answers · 35 citations · 10 models
vendor site · Emission Twin25 answers · 25 citations · 11 models
vendor site · Pulsora23 answers · 24 citations · 11 models
vendor site · G220 answers · 36 citations · 9 models
16 answers · 17 citations · 8 models
15 answers · 16 citations · 8 models
15 answers · 15 citations · 9 models
vendor site · Horizon ESG12 answers · 16 citations · 5 models
12 answers · 13 citations · 8 models
vendor site · KEY ESG12 answers · 12 citations · 11 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.
39 answers · 10 models
34 answers · 11 models
31 answers · 10 models
22 answers · 11 models
21 answers · 11 models
15 answers · 8 models
12 answers · 9 models
11 answers · 7 models
10 answers · 8 models
10 answers · 6 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 |
|---|---|---|---|---|---|---|---|---|
| Sweep sweep.net | 25% | 68 | 33,100 | 41,121 | 7,225 | 5 | ||
| Greenly greenly.earth | 13% | 89 | 2,900 | 28 | 130,546 | 26 | ||
| Novisto novisto.com | 10% | 43 | 320 | 4 | 862 | 3 | ||
| Plan A plana.earth | 10% | 27 | 4,400 | 685,726 | 31,908 | |||
| Coolset coolset.com | 8% | 29 | 720 | 0 | 4,690 | |||
| EcoOnline ecoonline.com EcoOnline ESG 8% | 8% | 3 | ||||||
| Workiva workiva.com Workiva ESG 4%, Sustain.Life 4% | 8% | 130 | 22,200 | 524 | 58,186 | $23 | 64 | 1 |
| Persefoni persefoni.com | 6% | 81 | 1,300 | 23 | 8,274 | $3 | 26 | 7 |
| ExecutESG executesg.com | 6% | 4 | 10 | 0 | 4 | |||
| ESG:ONE esg-one.co | 2% | 6 | 0 | 14 |
Google's top ten for the three searches hold 20 sites; 2 of them are among the sites the models cited here (gartner.com, keyesg.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 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 ESGGreenlyChangedagainst: Watershedno first choiceno first choiceno first choicenothing named
Four alternatives
Greenstone, Normative, SpheraCloud Corporate Sustainability, SweepThree alternatives
Emitwise, Plan A, SumdayGPT-5.4 miniWorkiva ESGGreenlyChangedno first choiceEcoOnline ESGagainst: Diligent ESGno first choicenothing named
Three alternatives
IBM Envizi, Novisto, SpheraCloud Corporate SustainabilityTwo alternatives
Watershed, Workiva ESGOne alternative
FutureproofGemini 3.5 FlashGreenly, Sweepagainst: SAP Sustainability Control Tower, Salesforce Net Zero Cloud, Workiva ESGGreenlyChangedWorkiva ESGExecutESGagainst: IBM Envizi, Pulsora, Workiva ESGCoolset, ESG:ONE, Plan A, Sweepagainst: IBM Envizi, Persefoni, Workiva ESGagainst: G17 Eco, IBM Envizi, Microsoft Cloud for Sustainability, Salesforce Net Zero Cloud, Workiva ESG
Two alternatives
Coolset, NovataFour alternatives
Seedling, Sweep, Watershed, Workiva CarbonFive alternatives
Diligent ESG, Persefoni, Sweep, Watershed, Wolters KluwerFour alternatives
ESG Lift, GRI–ESG KPI Tracker, Greenly, PersefoniTwo alternatives
ExecutESG, GreenlyPerplexity SonarNovistoPlan AChangedWorkiva ESGPersefoniagainst: Workiva ESGno first choicenothing named
Four alternatives
EcoOnline ESG, Greenly, Novata, SweepTwo alternatives
Coolset, SweepSix alternatives
Diligent ESG, IBM Envizi, Novisto, Persefoni, SAP Sustainability Control Tower, WatershedThree alternatives
Aclymate, Greenly, SweepGrok 4.20SweepGreenly, SweepChangedWorkiva ESGExecutESGCoolsetagainst: IBM Envizi, Microsoft Cloud for Sustainability, Plan A, SAP Sustainability Control Tower, Salesforce Net Zero Cloud, SpheraCloud Corporate Sustainability, Sweep
Two alternatives
Coolset, NovistoThree alternatives
CarbonTool, Coolset, Plan ASix alternatives
IBM Envizi, Novisto, Persefoni, SAP Sustainability Control Tower, SpheraCloud Corporate Sustainability, WatershedTwo alternatives
Aclymate, Horizon ESGThree alternatives
ESG:ONE, Persefoni, Workiva ESGMistral SmallSweepPlan A, SweepChangedno first choiceSustain.Life, Wardnno first choiceagainst: IBM Envizi, Salesforce Net Zero Cloud
Two alternatives
Coolset, EcoOnline ESGTwo alternatives
CarbonTool, GreenlyDeepSeek V4 FlashSweepagainst: Workiva ESGSweepHeldagainst: Watershedno first choiceESG Liftagainst: Novisto, SpheraCloud Corporate Sustainability, Workiva ESGno first choiceagainst: Workiva ESGnothing named
Four alternatives
Coolset, Greenly, Plan A, TansoThree alternatives
Aclymate, Normative, Plan AEight alternatives
Diligent ESG, IBM Envizi, Novisto, Persefoni, SAP Sustainability Control Tower, Salesforce Net Zero Cloud, Watershed, Workiva ESGThree alternatives
ExecutESG, Multiplye, Sustain.LifeFive alternatives
Briink, Novisto, Persefoni, Plan A, SweepLlama 4 MaverickEcoOnline ESG, Novisto, SweepPlan AChangedno first choiceno first choiceno first choiceagainst: IBM Envizi, Salesforce Net Zero Cloud
Three alternatives
Coolset, Greenly, SweepQwen 3.7 FlashNovistoCoolsetChangedWorkiva ESGExecutESG, Persefoniagainst: IBM Envizi, Workiva ESGWorkiva ESGagainst: Greenly, Normative
Three alternatives
Gravity, LogicGate, SweepThree alternatives
Greenly, Seedling, SweepSix alternatives
IBM Envizi, Novisto, Persefoni, Pulsora, SAP Sustainability Control Tower, WatershedTwo alternatives
EFRAG Excel Templates, SweepKimi K2NovistoGreenly, SweepChangedWorkiva ESGSustain.Lifeno first choiceagainst: ISS, MSCI, Sustainalytics
Four alternatives
Coolset, Sustain.Life, Sweep, Workiva ESGOne alternative
Plan ASix alternatives
IBM Envizi, Novisto, Persefoni, Pulsora, SAP Sustainability Control Tower, WatershedFour alternatives
AeternumAlly, ExecutESG, OpenESG, OpenEcoGLM 4.7 FlashXNovistoSweepChangedWatershed, Workiva ESGAPLANET, Greenly, Sweepagainst: Watershed, Workiva ESGno first choiceagainst: Conservice ESG, Greenly, IBM Envizi, Novisto, Salesforce Net Zero Cloud
Four alternatives
EcoOnline ESG, Greenly, Sustain.Life, SweepSix alternatives
Greenly, Normative, Persefoni, Plan A, Watershed, Workiva CarbonFive alternatives
IBM Envizi, Novisto, Persefoni, SAP Sustainability Control Tower, Salesforce Net Zero CloudFour alternatives
ESG Lift, EcoOnline ESG, ExecutESG, PersefoniMiniMax M2.5EcoOnline ESG, SweepCoolset, Plan AChangedPulsoraPersefonino first choiceagainst: Assent, EcoVadis, IBM Envizi
Four alternatives
Coolset, Normative, Novisto, Plan AOne alternative
GreenlyFive alternatives
IBM Envizi, Novisto, Persefoni, Watershed, Workiva ESGThree alternatives
Aclymate, Sustain Suite, SweepBold 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 19:40 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:26 | yes | 3 | 7 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:19 | yes | 18 | 54 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-09-17 19:07 | 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 20:31 | yes | 34 | 19 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:20 | yes | 5 | 31 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 18:32 | yes | 22 | 47 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 18:41 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:13 | yes | 20 | 41 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:57 | yes | 13 | 30 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:44 | yes | 11 | 42 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:20 | yes | 9 | 21 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:54 | yes | 9 | 9 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:08 | yes | 2 | 5 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 20:01 | yes | 18 | 27 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-09-17 21:06 | yes | 16 | 8 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 18:00 | yes | 20 | 15 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 17:59 | yes | 5 | 4 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:35 | yes | 27 | 24 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 17:55 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:45 | yes | 5 | 32 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 21:06 | yes | 10 | 17 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:48 | yes | 15 | 69 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:25 | yes | 5 | 21 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:23 | yes | 13 | 11 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:48 | yes | 6 | 11 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 19:23 | yes | 13 | 23 s |
| Comparative | Perplexity Sonar | sonar | 2026-09-17 18:53 | yes | 20 | 9 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 | 26 | 15 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 19:39 | yes | 5 | 7 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 19:04 | yes | 16 | 22 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:06 | yes | 7 | 3 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:03 | yes | 15 | 30 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:20 | yes | 14 | 37 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:00 | yes | 21 | 99 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 19:38 | yes | 5 | 26 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 18:51 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 19:59 | yes | 4 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:16 | yes | 12 | 45 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-09-17 17:57 | yes | 20 | 5 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 19:24 | yes | 39 | 21 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 18:29 | yes | 15 | 8 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:34 | yes | 15 | 14 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:47 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:22 | yes | 18 | 70 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:20 | yes | 15 | 26 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 19:50 | yes | 13 | 99 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:31 | yes | 5 | 17 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:39 | no | 0 | 7 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 18:38 | no | 0 | 9 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 18:51 | yes | 10 | 22 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-09-17 18:25 | yes | 20 | 9 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 18:01 | yes | 11 | 9 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 20:00 | no | 0 | 8 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-09-17 19:20 | yes | 24 | 84 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 19:40 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 20:00 | no | 0 | 29 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 19:57 | yes | 8 | 24 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 20:36 | yes | 14 | 66 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 20:36 | yes | 10 | 22 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-09-17 19:30 | yes | 18 | 9 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-09-17 17:54 | yes | 4 | 7 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-09-17 21:17 | yes | 17 | 55 s |
| Negative framing | Perplexity Sonar | sonar | 2026-09-17 20:42 | yes | 20 | 6 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 18:50 | yes | 32 | 19 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-09-17 21:01 | yes | 5 | 4 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via fireworks | 2026-09-17 20:05 | yes | 27 | 47 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-09-17 21:03 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-09-17 18:13 | yes | 10 | 62 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-09-17 18:52 | yes | 27 | 36 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-09-17 18:31 | yes | 26 | 91 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-09-17 17:56 | yes | 23 | 51 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
EcoOnline read as EcoOnline ESG
IBM read as IBM Envizi
Microsoft SM Premium read as Microsoft Cloud for Sustainability
Microsoft Sustainability Manager read as Microsoft Cloud for Sustainability
Salesforce read as Salesforce Net Zero Cloud
Sphera read as SpheraCloud Corporate Sustainability
Workiva read as Workiva ESG
Workiva (W) read as Workiva ESG
Workiva's full suite read as Workiva ESG
Unresolved, counted raw
AeternumAlly
Briink
Carbon Footprint
Conservice ESG
Credibl ESG
EFRAG Excel Templates
ESGuru
G17 Eco
GRI–ESG KPI Tracker
Gravity
MSCI ESG Manager
Microsoft Sustainable Planner
Minimum
OpenESG
OpenEco
Sopact
StepChange
Tanso
Verra
Discontinued, still offered
No shut-down product was recommended here.