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Proposal software · September 2026 Edition

Better Proposals vs Bonsai

Zero of twelve models named Better Proposals first on the direct prompt; zero named Bonsai. Better Proposals was named by twelve of the twelve models and Bonsai by seven and Better Proposals carries 34 labels and Bonsai 11, so the shares are not directly comparable.

Better Proposals

accepted challenger

Named in one category this edition.

Bonsai

accepted challenger

Named in one category this edition.

First-choice share2%2%Of first choices across the direct, paraphrase, budget and scale prompts, 0 to 100.
Negative rate15%9%Negative labels as a share of the product's labels, 0 to 100.
Rank in category#4#7A position in a field of 10; printed, not drawn.
Labels3411A count; the two differ.
The two percentage rows are drawn on one 0 to 100 track, Better Proposals reading right to left. Rank and label count are printed, not drawn.Proposify was named alongside these two in eleven of the twelve direct answers. PandaDoc vs Better Proposals · PandaDoc vs Bonsai · Proposify vs Better Proposals

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; rank is within the category; every quote names the model and the prompt it came from. Both figures come from the proposal software page.

By framing

How many of the twelve models made each the first choice, per way of asking, and how many argued against it.
Better ProposalsFirst choices, of twelve modelsBonsai
Direct00
Paraphrase00
Comparative00
Budget-constrained111 against Bonsai
Scale-constrained00
Negative005 against Better Proposals
Bars are first choices, 0 to 12 each sideModels that argued againstA model can name both, so the two sides of a row do not sum to twelve.

Across every category in the September 2026 Edition, Better Proposals and Bonsai were named in the same answer twenty-nine times, of the 100 answers naming Better Proposals and the 33 naming Bonsai. In those answers Bonsai took the first choice three times and Better Proposals five.

Every model, every framing

The seventy-two answers behind the chart above, one cell each: where Better Proposals and Bonsai stood in it.
ModelDirectParaphraseComparativeBudget-constrainedScale-constrainedNegative
Claude Haiku 4.5
GPT-5.4 mini
Gemini 3.5 Flash
Perplexity Sonar
Grok 4.1 Fast
Mistral Small
DeepSeek V4 Flash
Llama 4 Maverick
Qwen 3.7 Flash
Kimi K2
GLM 4.7 FlashX
MiniMax M2.5
Better Proposals Bonsai first choice named as an alternative argued againstblank: not namedEach cell is one answer, Better Proposals on the left and Bonsai on the right.

The direct prompt

The plain question, one answer per model, grouped by where Better Proposals and Bonsai stood in it.

Neither was the first choice, one was named

1 of 12 modelsThe answer put something else first and named one of the two as an alternative.
GPT-5.4 miniProposify alternatives: Better Proposals, Quoter

Neither was named

11 of 12 modelsThe answer made no first choice from these two in this category.
Claude Haiku 4.5PandaDoc alternatives: ClientPoint, DealHub, Proposable
Gemini 3.5 FlashPandaDoc alternatives: GetAccept, Loopio, Proposify, Qwilr, SiftHub, Trumpet
Perplexity SonarPandaDoc alternatives: Proposify
Grok 4.1 FastPandaDoc alternatives: GetAccept, Proposify
Mistral SmallPandaDoc alternatives: GetAccept, Proposify, Qwilr
DeepSeek V4 FlashPandaDoc alternatives: DealHub, Loopio, Proposify, Qwilr
Llama 4 MaverickProposify alternatives: Loopio, PandaDoc, Qwilr
Qwen 3.7 FlashPandaDoc alternatives: Loopio, Proposify, Qwilr
Kimi K2PandaDoc, Qwilr alternatives: Proposify
GLM 4.7 FlashXProposify, Qwilr alternatives: PandaDoc
MiniMax M2.5PandaDoc alternatives: Proposify, Qwilr

Bold names in an answer are the products the judge labeled a first choice; a model naming several gives each of them that label. The full answer text for every row is in the record.

By buyer segment

The same question asked on behalf of a different buyer. Each standing is computed within its segment and they are never added together. The figures above are the mid-market standing, which is the one the category orders by.
Small business
Better Proposals leads by nine points.
Better Proposals13%#2 of 10
Bonsai4%#4 of 10
The full small business standing →
Mid-marketThe figures above
Level: the same share of first choices.
Better Proposals2%#4 of 10
Bonsai2%#7 of 10
The full mid-market standing →
Enterprise
Better Proposals leads by two points.
Better Proposals2%#8 of 10
Bonsai0%#– of 10
The full enterprise standing →

What the models said about Better Proposals

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Six of eight in this category shown.

“Better Proposals — Highest Concern ... Vendor lock-in / data hostage ... Fake/misleading integrations” DeepSeek V4 Flash · negative prompt · hard negative
“HIGH RISK - Avoid These Tools ... 1. Better Proposals” Mistral Small · negative prompt · hard negative
“some users have raised ethical concerns in reviews regarding how the company handled early adopters who pre-paid for lifetime accounts” Gemini 3.5 Flash · negative prompt · soft negative
“the best choice is usually Better Proposals if you want a focused proposal tool” Perplexity Sonar · budget prompt · first choice
“Better Proposals is an industry favorite. * The Catch: The budget-friendly Starter plan caps you at 5 active proposals” Gemini 3.5 Flash · budget prompt · alternative
“Best for freelancers: Better Proposals ($13–$21/month) - combines proposals, signatures, and payments.” GLM 4.7 FlashX · budget prompt · alternative

What the models said about Bonsai

Every negative label with a quote, up to three, then the highest-weighted positives, up to three. Four of five in this category shown.

“Note: Proposals are not the primary focus” GLM 4.7 FlashX · budget prompt · soft negative
“Start with Proposally.ai or Bonsai for the absolute lowest cost with full features” Grok 4.1 Fast · budget prompt · first choice
“Bonsai (freelancers) or Better Proposals (small teams) offer the best bang for the buck” DeepSeek V4 Flash · budget prompt · alternative
“avoid enterprise tools and consider Bonsai, Nusii, or Propal trial instead” Llama 4 Maverick · negative prompt · alternative
Also compared

Comparisons are drawn for the top eight products in each category, each against each. The output is the models' output; nothing here is a recommendation by the index.