A question buyers ask AI

Which proposal platforms use AI to draft proposals from call notes and CRM context, and how good is the output without a lot of editing?

Measured in 1 answer, last on Nov 11, 2026. Only the passages that name a brand are shown.

Brands in the answers

BrandNamed inRecommended inPositiveAvg. position
Qwilr100%100%100%1
GetAccept100%100%100%2
Cobl100%100%100%3
Zealos100%100%100%4
Iris AI100%100%100%5
Proposify100%0%0%6
DealHub100%0%0%—
Loopio100%0%0%—
Better Proposals100%0%0%—
PandaDoc100%0%0%—

Where each answer names a brand

Answer 1 · Nov 11, 2026 · 6 sources cited
Qwilr#1RecommendedSite citedpositive
“The strongest options in 2026 are Qwilr, GetAccept, Cobl, Zealos, and Iris AI.”
+ structured proposal workflow

“Strongest structured proposal workflow”

+ personalized proposals from approved content

“Output: Personalized proposals assembled from approved content, pricing, case studies and dynamic sections.”

+ low editing required once configured

“Editing required: Potentially low once templates and rules are configured.”

− Smart Proposal Engine limited to Scale plan

“Limitation: Its Smart Proposal Engine is on the Scale plan.”

GetAccept#2RecommendedSite citedpositive
“The strongest options in 2026 are Qwilr, GetAccept, Cobl, Zealos, and Iris AI.”
+ deal-context integration

“Strong deal-context integration”

+ AI-generated deal-room content

“Output: AI-generated executive summaries, business cases, Q&As and personalized deal-room content.”

− focused on digital sales rooms rather than autonomous full proposal generation

“Limitation: More focused on digital sales rooms and deal engagement than autonomous generation of an entire conventional proposal.”

Cobl#3RecommendedSite citedpositive
“The strongest options in 2026 are Qwilr, GetAccept, Cobl, Zealos, and Iris AI.”
+ full-draft generation

“Strongest full-draft candidate”

+ complete branded proposals

“Output: Complete proposals with client context, solution and pricing sections, in your brand.”

− needs validation of commercial details and customer-specific claims

“Limitation: Still needs validation of commercial details and customer-specific claims.”

Zealos#4RecommendedSite citedpositive
“The strongest options in 2026 are Qwilr, GetAccept, Cobl, Zealos, and Iris AI.”
+ conversation-context approach

“Strongest conversation-context approach”

+ generates documents from actual customer relationships

“Output: Proposals and other sales documents generated from actual customer relationships.”

− less established as all-in-one proposal management and e-signature platform

“Limitation: Less established as an all-in-one proposal management and e-signature platform.”

Iris AI#5RecommendedSite citedpositive
“The strongest options in 2026 are Qwilr, GetAccept, Cobl, Zealos, and Iris AI.”
+ complex B2B proposals

“Best for complex B2B proposals”

+ complete branded proposals with guided interview

“Output: Complete branded proposals, with a guided interview to fill gaps around ROI, stakeholders and business priorities.”

− guided interview requires sales input

“Limitation: The guided interview still requires sales input; more oriented toward complex B2B and RFP workflows.”

Proposify#6Site citedmixed
+ good writing assistance

“Editing required: Moderate. Good writing assistance, but less automatic deal-context assembly.”

− less automatic deal-context assembly

“Editing required: Moderate. Good writing assistance, but less automatic deal-context assembly.”

− requires supplying context and directing drafting

“Limitation: You generally need to supply the context and direct the drafting.”

“DealHub | Guided selling, pricing and proposal automation | Better for complex pricing and CPQ than free-form AI writing”
+ better for complex pricing and CPQ

“Better for complex pricing and CPQ than free-form AI writing”

− less suited to free-form AI writing

“Better for complex pricing and CPQ than free-form AI writing”

Loopiomixed
“Loopio | AI-generated answers from approved company knowledge | Excellent for RFPs, not ordinary sales proposals”
+ excellent for RFPs

“Excellent for RFPs, not ordinary sales proposals”

− not for ordinary sales proposals

“Excellent for RFPs, not ordinary sales proposals”

“Better Proposals | AI-assisted proposal writing and templates | Good for simpler agency proposals”
+ good for simpler agency proposals

“Good for simpler agency proposals”

“PandaDoc | AI writing assistant, templates, CRM data and document automation | Good document workflow; less compelling for automatically understanding discovery calls”
+ good document workflow

“Good document workflow; less compelling for automatically understanding discovery calls”

− less compelling for automatically understanding discovery calls

“Good document workflow; less compelling for automatically understanding discovery calls”

Sources the answers cite

← All questions and the Proposals & CPQ ranking