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Case 10 · Quill · proposal writing · AI · Shipped Q1 2026
// Case 10 · 2026 · AI · Generation

Quillmeeting to proposal.

Upload the recording of a client call and Quill does the rest — it transcribes the conversation, pulls out the scope, timeline and budget, and drafts a ready-to-send proposal you can export to PDF or Word.

EngagementAI build
StackLlama 3.2 · ASR
SurfaceWeb · app
StatusLive
quill.app/proposal
Quill — AI proposal from meeting
Chapter 01 · The Brief

The call went great.
Then came the blank page.

Every promising client call ended the same way: a recording, a page of scribbled notes, and half a day lost turning it into a proposal. Details got forgotten, the tone drifted, and the document landed days later — sometimes after the client had cooled off.

The brief: drop in the meeting recording and get back a structured first-draft proposal — faithful to what was actually agreed — ready to polish and export as PDF or Word the same hour.

Brief at a glance
Product
Proposal generation · AI
Audience
Agencies, consultants, sales
Input
Meeting video or audio
Engagement
AI build · fixed
Output
Proposal · PDF / Word
quill.studio
Meeting transcript.
Transcribed
discovery-call.mp442:17
Client…we'd need it live before the Q3 launch, and the budget's around forty.
YouGot it — so scope is the dashboard, auth, and the reporting export.
ClientExactly. And SSO if it fits the timeline.
Proposal outline.
Extracted
Scope · dashboard, auth, reportingfound3
Timeline · before Q3 launchfound~10 wk
Budget · ~$40k mentionedfound$40k
Optional · SSOmaybeif time
Draft proposal.
PDFWord
Project Proposal
Prepared for Northwind Co · 2026
Scope of work
Timeline & investment
Feature · 01

Drop the recording,
get the words.

Upload a meeting video or audio file and speech-to-text turns it into a clean, speaker-labeled transcript — punctuation restored, filler stripped, ready to work with.

InputVideo or audio
TranscribeASR · speaker labels
CleanPunctuated · de-filtered
Feature · 02

Pull out what
was agreed.

The transcript is analyzed and refined into a proposal outline — scope, deliverables, timeline, and budget signals extracted from the actual conversation, so nothing said on the call gets lost.

ExtractScope · timeline · budget
RefineCleaned + structured
OutlineEditable before drafting
Feature · 03

Draft it, then
export it.

A fine-tuned Llama 3.2 writes the proposal from the outline in your template and tone. Edit inline, then export to PDF or Word — formatted and ready to send.

ModelLlama 3.2 · your template
EditInline before send
ExportPDF or Word · one click
I used to lose half a day writing each proposal from a recording. Now I upload the call and have a faithful first draft before the client's coffee is cold — then just export to PDF and send.
Marta Velez · Agency founder · early user
Chapter 04 · By the numbers
~12min
Draft time
From recording
to first draft.

A 40-minute call becomes a structured, on-template proposal draft in minutes — not the half-day it used to take to write from scratch.

4
Steps
Manual steps,
now automatic.

Transcribe, analyze, refine, and draft used to be four separate jobs across three tools. Quill runs them as one pipeline from a single upload.

2
Formats
Export to PDF
or Word.

The finished proposal exports to a formatted PDF or an editable Word document in one click — ready to send or hand to a colleague.

Chapter 05 · Inside the product

Record, refine,
then send.

Upload a call, get a proposal — transcript, outline, and finished document in under 12 minutes.

// 01 · Transcript
Quill — Meeting upload and transcript view

Meeting audio turned into a clean, speaker-labeled transcript.

// 02 · Outline
Quill — Scope and outline extraction

Scope, timeline, and budget extracted into an editable outline.

// 03 · Proposal
Quill — Draft proposal view

Llama 3.2 drafts the full proposal in your template.

// 04 · Export
Quill — Export to PDF or Word

One-click export to PDF or Word — ready to send.

// Meetings
Quill — Meetings history dashboard

All processed recordings with status and draft history.

click to expand · drag to explore
Closing

The
credits.

  • Engagement
    AI build · fixed bid
  • Pipeline
    Transcribe → analyze → refine → draft
  • Transcription
    Speech-to-text · speaker-labeled
  • Analysis
    Scope / timeline / budget extraction · refinement
  • Generation
    Llama 3.2 · on your template & tone
  • Export
    PDF · Word (DOCX)
  • Surface
    Web app · upload, edit, export
  • Input
    Meeting video or audio
  • Status
    Live · ~12-min drafts
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