Proposal software for small business buyers
Asked as “proposal software”, and as “sales proposal and quote document tool”, on behalf of a small B2B company. 53 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each.
Standing · first-choice share
74%
Clear leader
74PandaDoc09Better Proposals06Proposify11others
74% of first choices, clear leader.
Since October 2026▲+7Since October 2026: 67% → 74%, +7 points. Inside the 11-point floor: within noise.PandaDoc held the lead, +7 points on 67%, inside the 11-point 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
PandaDoc74%Clear leader▲+7Since October 2026: 67% → 74%, +7 points. Inside the 11-point floor: within noise.This pageMid-marketPandaDoc78%Clear leader▲+13Since October 2026: 65% → 78%, +13 points. Past the 11-point floor: movement.Standing →EnterprisePandaDoc30%Contested▲+11Since October 2026: 19% → 30%, +11 points. Inside the 11-point floor: within noise.Standing →
PandaDoc74%Clear leader▲+7Since October 2026: 67% → 74%, +7 points. Inside the 11-point floor: within noise.This pageMid-marketPandaDoc78%Clear leader▲+13Since October 2026: 65% → 78%, +13 points. Past the 11-point floor: movement.Standing →EnterprisePandaDoc30%Contested▲+11Since October 2026: 19% → 30%, +11 points. Inside the 11-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
01PandaDoc74%10%68endorsed leader▲+7Since October 2026: 67% → 74%, +7 points. Inside the 11-point floor: within noise.67% → 74%
PandaDoc74%10%68endorsed leader▲+7Since October 2026: 67% → 74%, +7 points. Inside the 11-point floor: within noise.67% → 74%02
Better Proposals9%10%52accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%
Better Proposals9%10%52accepted challenger▲+1Since October 2026: 8% → 9%, +1 point. Inside the 11-point floor: within noise.8% → 9%03
Proposify6%20%64accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%
Proposify6%20%64accepted challenger▲+4Since October 2026: 2% → 6%, +4 points. Inside the 11-point floor: within noise.2% → 6%04
Qwilr2%13%52accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%
Qwilr2%13%52accepted challenger=heldSince October 2026: 2% → 2%, ±0 points. Inside the 11-point floor: within noise.2% → 2%Show the six products at 0%, ordered by negative rate
10
Responsive0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Responsive0%42%12criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%09
Loopio0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
Loopio0%36%11criticized challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%08
Jotform0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Jotform0%18%11accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%06
Bonsai0%6%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%
Bonsai0%6%16accepted challenger▼−2Since October 2026: 2% → 0%, −2 points. Inside the 11-point floor: within noise.2% → 0%05
HoneyBook0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
HoneyBook0%5%22accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%07
GetAccept0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%
GetAccept0%0%11accepted challenger=heldSince October 2026: 0% → 0%, ±0 points. Inside the 11-point floor: within noise.0% → 0%The floor is 11 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 six head-to-head pages: the top four products, each against each
One product takes 74% of first choices here, so the chart would put nine markers in one corner and one at the far edge. The two measurements it plots are columns in the standing above: share, and the negative label rate. Two products carry a negative rate above 25% in this category.
What they warned about
Twelve of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5 and Llama 4 Maverick 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.
Proposify20%
13 of 64 labels negative · 11 of 14 models · 4 hard negative
“Several users report a cumbersome text editing experience, inconsistent formatting, and difficulty aligning multi‑page content.” GLM 4.7 FlashX, negative prompt
PandaDoc10%
7 of 68 labels negative · 7 of 14 models
“PandaDoc criticized as "expensive" for online forms or small teams; ... frequent complaints about difficult editing post-send” Grok 4.20, negative prompt
Better Proposals10%
5 of 52 labels negative · 5 of 14 models · 1 hard negative
“Tools like Proposify and Better Proposals have been flagged in model testing and user reviews for: Buggy editors” DeepSeek V4 Flash, negative prompt
Qwilr13%
7 of 52 labels negative · 5 of 14 models · 1 hard negative
“Avoid paying $35–$50/month for tools like Proposify or Qwilr” DeepSeek V4 Flash, budget 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
72 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. 725 links across 150 sites, every framing counted. Ranked by the number of answers carrying the site or page. 40 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 · Software Advice36 answers · 50 citations · 10 models
vendor site · Proposify33 answers · 40 citations · 13 models
vendor site · Spotsaas27 answers · 33 citations · 9 models
vendor site · PandaDoc23 answers · 45 citations · 10 models
23 answers · 23 citations · 9 models
vendor site · Zapier23 answers · 23 citations · 9 models
22 answers · 27 citations · 10 models
20 answers · 38 citations · 10 models
vendor site · Capterra19 answers · 28 citations · 8 models
vendor site · Qwilr19 answers · 21 citations · 8 models
vendor site · Guideflow19 answers · 20 citations · 9 models
vendor site · FreshBooks17 answers · 19 citations · 7 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
26 answers · 10 models
23 answers · 9 models
23 answers · 9 models
19 answers · 9 models
19 answers · 9 models
18 answers · 9 models
17 answers · 8 models
17 answers · 9 models
16 answers · 9 models
15 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 proposal software”, “proposal 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 |
|---|---|---|---|---|---|---|---|---|
| PandaDoc pandadoc.com | 74% | 538 | 60,500 | 510 | 425,196 | $42,516 | 119 | 1 |
| Better Proposals betterproposals.io | 9% | 124 | 1,300 | 65 | 24,251 | 5 | 4 | |
| Proposify proposify.com | 6% | 259 | 3,600 | 28 | 38,103 | 27 | 2 | |
| Prospero goprospero.com | 4% | 15 | 2,400 | 1,178 | 908 | 2 | ||
| Qwilr qwilr.com | 2% | 196 | 4,400 | 23 | 10,837 | 27 | ||
| DocuSign docusign.com | 2% | 64 | 1,000,000 | 9,641 | 2,280,470 | $20 | 120 | |
| Google Docs/Sheets | 2% | |||||||
| Canva canva.com | 2% | 185 | 24,900,000 | 183,421 | 81,177,765 | 101 | ||
| HoneyBook honeybook.com | 0% | 77 | 49,500 | 558 | 40,090 | 116 | ||
| Bonsai hellobonsai.com | 0% | 38 | 74,000 | 27,918 |
Google's top ten for the two searches hold 15 sites; 4 of them are among the sites the models cited here (capterra.com, pandadoc.com, proposify.com, zapier.com). The first result for “best proposal software” is grantbite.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 proposal software for a small B2B company?”Paraphrase“Which sales proposal and quote document tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top proposal tools for a small team and how do they differ?”Budget-constrained“What is the best proposal software for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a proposal software. What should we look at?”Negative“Which proposal tools should a small business avoid or be cautious about?”
Claude Haiku 4.5PandaDocProposifyChangedBetter Proposals, ProsperoCanva, Google Docs/Sheetsno first choiceagainst: Anchor, Bidsketch, Proposify
Three alternatives
Better Proposals, Proposify, QwilrThree alternatives
Bidsketch, PandaDoc, QuotientThree alternatives
Proposable, Proposify, QwilrTwo alternatives
PandaDoc, ProposifyGPT-5.4 miniPandaDocPandaDocHeldPandaDocPandaDocagainst: Proposifyno first choicenothing named
Four alternatives
GetAccept, Ignition, Proposify, QwilrTwo alternatives
Proposify, QwilrThree alternatives
Better Proposals, Proposify, QwilrFour alternatives
Better Proposals, Google Docs + e-signature tool, Microsoft Word, QwilrGemini 3.5 FlashPandaDocPandaDocHeldPandaDocProsperoPandaDocagainst: Conga Composer, Loopio, Microsoft Word, Responsive, Salesforce CPQ
Four alternatives
Better Proposals, GetAccept, Proposify, QwilrFour alternatives
Better Proposals, HubSpot Sales Hub, Proposify, QwilrFour alternatives
Better Proposals, HoneyBook, Proposify, QwilrThree alternatives
Better Proposals, Bonsai, PandaDocTwo alternatives
Loopio, ResponsivePerplexity SonarPandaDocPandaDocHeldPandaDocagainst: JotformPandaDocno first choicenothing named
Two alternatives
Better Proposals, ProposifyFour alternatives
Better Proposals, Proposify, QuoteWerks, QuotientFive alternatives
Better Proposals, Bonsai, HoneyBook, Proposify, QwilrFour alternatives
Better Proposals, Bonsai, Plutio, Zoho InvoiceGrok 4.20PandaDocagainst: Conga Composer, DocuSign CLMPandaDocHeldPandaDocagainst: ResponsivePandaDocno first choiceagainst: Ignition, PandaDoc, Proposify
Five alternatives
Bonsai, FreshBooks, HoneyBook, Proposify, QwilrFour alternatives
Better Proposals, HubSpot Quote Software, Proposify, QwilrFour alternatives
Better Proposals, Bonsai, Proposify, QwilrThree alternatives
Better Proposals, FreshBooks, ProposifyMistral SmallPandaDocPandaDocHeldPandaDocPandaDocDocuSign, PandaDocagainst: Better Proposals, Loopio, PandaDoc, Proposify
Two alternatives
HoneyBook, ProposifyFour alternatives
Better Proposals, DealHub, Proposify, QwilrSix alternatives
Better Proposals, GetAccept, HoneyBook, Proposify, Qwilr, RevvTwo alternatives
HoneyBook, ProposifyThree alternatives
Better Proposals, Proposify, QwilrDeepSeek V4 FlashPandaDocagainst: QwilrPandaDocHeldPandaDocPandaDocagainst: Proposify, QwilrPandaDoc, Proposifyagainst: Responsive, XaitPorteragainst: Better Proposals, Ignition, Loopio, PandaDoc, Proposify, Qwilr, Responsive
Two alternatives
Better Proposals, ProposifyTwo alternatives
Proposify, QwilrFive alternatives
Bonsai, HoneyBook, Nusii, Proposify, QwilrThree alternatives
Better Proposals, Bonsai, JotformOne alternative
QwilrLlama 4 MaverickPandaDocPandaDoc, Proposify, QwilrChangedno first choicePandaDocno first choiceagainst: Better Proposals, PandaDoc, Proposify, Qwilr
Two alternatives
Ideagen Huddle, ProposifyQwen 3.7 FlashPandaDocPandaDocHeldPandaDocPandaDocagainst: Canva, DocuSignPandaDocagainst: Salesforce CPQagainst: Adobe Acrobat Writer, MS Word, Salesforce
Three alternatives
DocuSign Quote, Proposify, QwilrTwo alternatives
HoneyBook, ProposifyFive alternatives
Better Proposals, Bonsai, Dubsado, Proposify, QwilrTwo alternatives
Better Proposals, HoneyBookSix alternatives
HelloBonsai, HoneyBook, Loopio, Proposify, Qwilr, Upland QvidianKimi K2Better Proposals, PandaDocBetter Proposals, PandaDocHeldBetter Proposals, PandaDocagainst: BonsaiProsperono first choiceagainst: Loopio, PandaDoc, Proposify, Qwilr, Responsive, Upland Qvidian
Two alternatives
GetAccept, QwilrTwo alternatives
Bonsai, ProposifyTwo alternatives
Proposify, QwilrFour alternatives
Bonsai, DocHipo, HoneyBook, JotformGLM 4.7 FlashXPandaDocPandaDocHeldPandaDocBetter Proposalsno first choiceagainst: Canva, Jotform, Proposify
Four alternatives
Better Proposals, HoneyBook, Proposify, QwilrThree alternatives
Better Proposals, Proposify, QwilrSix alternatives
Better Proposals, Bonsai, GetAccept, HoneyBook, Proposify, QwilrTwo alternatives
PandaDoc, ProposifyMiniMax M2.5PandaDocPandaDocHeldFreshBooksBetter Proposalsno first choiceagainst: Better Proposals, Buildertrend, HoneyBook, Proposify
Four alternatives
Better Proposals, FreshBooks, Proposify, QuoteWerksThree alternatives
Better Proposals, Proposify, QuoteWerksSeven alternatives
Better Proposals, GetAccept, HoneyBook, Loopio, PandaDoc, Proposify, QwilrThree alternatives
Bidsketch, Jotform, PandaDocGPT-6 LunaPandaDocPandaDocHeldNusiiagainst: ProposifyBetter Proposalsno first choiceagainst: PandaDoc, Proposify, Qwilr, Scale
Two alternatives
Proposify, QwilrOne alternative
QwilrFour alternatives
Better Proposals, HoneyBook, PandaDoc, QwilrOne alternative
PandaDocMuse Glimmer 30BPandaDocPandaDocHeldPandaDocPandaDocno first choiceagainst: Better Proposals, Ignition, PandaDoc, Proposify, Qwilr
Four alternatives
Better Proposals, HoneyBook, Proposify, QwilrThree alternatives
Better Proposals, Proposify, QwilrFive alternatives
Better Proposals, Bonsai, HoneyBook, Proposify, QwilrThree alternatives
Bidsketch, Jotform, ProsperoBold 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 10:27 | yes | 10 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 10:06 | yes | 2 | 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 13:23 | yes | 9 | 20 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-11-01 16:26 | yes | 10 | 4 s |
| Direct recommendation | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:14 | yes | 5 | 7 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 14:19 | yes | 5 | 4 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:51 | yes | 25 | 18 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:57 | yes | 5 | 3 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:29 | no | 0 | 27 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:57 | yes | 14 | 34 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:13 | yes | 18 | 36 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 16:38 | yes | 5 | 14 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-11-01 15:27 | yes | 3 | 12 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:00 | yes | 13 | 15 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:57 | yes | 9 | 7 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 13:01 | yes | 4 | 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 13:45 | no | 0 | 12 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-11-01 09:04 | yes | 10 | 3 s |
| Paraphrase | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 15:07 | yes | 5 | 8 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:01 | yes | 5 | 7 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 12:16 | yes | 19 | 20 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 15:53 | yes | 5 | 3 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 12:57 | yes | 5 | 23 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 14:03 | yes | 15 | 24 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 10:45 | yes | 19 | 46 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 11:48 | yes | 5 | 15 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:34 | yes | 2 | 11 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:02 | yes | 12 | 17 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 12:09 | yes | 9 | 9 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:55 | yes | 4 | 5 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 15:44 | yes | 7 | 19 s |
| Comparative | Perplexity Sonar | sonar | 2026-11-01 13:06 | yes | 10 | 5 s |
| Comparative | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 17:09 | yes | 5 | 14 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 08:40 | yes | 5 | 5 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 09:08 | yes | 25 | 25 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:34 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 11:37 | yes | 5 | 17 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 12:25 | yes | 9 | 57 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 08:36 | yes | 25 | 31 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 12:30 | yes | 14 | 70 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-11-01 16:54 | yes | 6 | 17 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 17:29 | yes | 15 | 21 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:20 | no | 0 | 5 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:31 | no | 0 | 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 17:18 | yes | 10 | 18 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-11-01 12:39 | yes | 10 | 3 s |
| Budget constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:17 | yes | 5 | 8 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 12:19 | yes | 5 | 4 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 08:39 | yes | 22 | 20 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 16:51 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 14:50 | yes | 10 | 24 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 11:09 | yes | 10 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 09:42 | yes | 19 | 49 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 09:41 | yes | 5 | 11 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 12:32 | yes | 2 | 10 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 14:44 | yes | 11 | 16 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 09:17 | no | 0 | 6 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 15:18 | no | 0 | 5 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 11:31 | no | 0 | 15 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-11-01 17:06 | yes | 10 | 5 s |
| Scale constrained | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:52 | yes | 5 | 12 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 13:04 | no | 0 | 5 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:53 | yes | 18 | 31 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 11:17 | yes | 5 | 4 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 10:22 | no | 0 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 17:14 | yes | 14 | 23 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 16:17 | no | 0 | 54 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 13:24 | no | 0 | 68 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-11-01 17:27 | yes | 1 | 12 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 12:47 | yes | 14 | 13 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-11-01 10:56 | yes | 17 | 10 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-11-01 08:35 | 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 09:05 | yes | 7 | 22 s |
| Negative framing | Perplexity Sonar | sonar | 2026-11-01 11:11 | yes | 10 | 4 s |
| Negative framing | Grok 4.20 | spacexai/grok-4.20-non-reasoning via xai | 2026-11-01 16:28 | yes | 15 | 15 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-11-01 09:02 | yes | 5 | 5 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-11-01 13:19 | yes | 24 | 31 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-11-01 13:32 | yes | 5 | 2 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-11-01 08:54 | no | 0 | 27 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-11-01 10:02 | yes | 25 | 54 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-11-01 12:25 | yes | 21 | 50 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-11-01 14:43 | yes | 10 | 39 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-11-01 13:14 | yes | 3 | 19 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-11-01 15:08 | yes | 13 | 20 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
Conga read as Conga Composer
Unresolved, counted raw
Adobe Acrobat Writer
Billdu
Buildertrend
DocuSign CPQ
DocuSign Quote
Google Docs + e-signature tool
Google Docs or Microsoft Word + Templates
Google Docs/Sheets
HelloBonsai
HubSpot Quote Software
Ideagen Huddle
Looch
MS Word
Salesforce
Super Proposal
Vertex42
Wave Accounting
Zoho
pdfFiller
Discontinued, still offered
No shut-down product was recommended here.