ak-labz/Doc Generation

They want a proposal by Friday. You have a transcript.

Translating a 45-min call into a proposal that mirrors your past wins, references their actual context, and lands at the right price takes most reps half a day they don't have.

Blank doc
Cursor blinking. Coffee getting cold.
Time you'd spend on this by hand
4 hours

The raw materials are already there. Scattered.

Everything the doc needs already lives in your systems. The drudgery is finding it, deduping it, and threading it into prose.

Call transcript
45-min call · 8,200 words
"…our ops lead spends 1 day/week on this report" — Sarah, CFO
Their website
scraped + analyzed
Mid-market logistics, 60 employees, growing 2× YoY, freight + 3PL
Salesforce record
4 touchpoints
Northwest Freight Co. · Inbound from referral (Mike@Acme) · 2nd call
Case studies library
24 past wins · 3 match
Pegasus Logistics ($18K, freight ops, 71% time saved) — closest analog
Pricing tier matrix
current tiers
Build $30-80K · retainer $2-4K/mo · paid discovery $5-10K

It writes the doc the way you would.

Template from your past output. Voice from your past writing. Content from this week's materials. No prompting; nothing to learn.

Drafting
~8 sec total
Loading your proposal template…
Reading 8 of your past winning proposals…
Re-reading the discovery transcript for their actual words…
Matching 3 analog case studies (Pegasus Logistics is closest)…
Drafting "Understanding" using their own phrasing…
Scoping a Discovery → Build → Retainer path…
Inserting pricing for their tier ($38K + $3K/mo)…
Voice match check ✓ · template match ✓

The output is a *draft*, not a final. You review it. The point is everything before the review is now zero work.

Looks like your template. Sounds like you.

The artifact is built from your existing materials, not generated from scratch. Indistinguishable from what you'd write.

Proposal
Northwest Freight Co.
Prepared by ak-labz
May 26, 2026
Understanding

On our call, Sarah mentioned that "our ops lead spends 1 day/week on this report" — a manually-built freight reconciliation that pulls from your TMS, carrier portals, and accounting. You're growing 2× YoY and the report is becoming the bottleneck.

Proposed scope
Week 1
Paid discovery. We map your TMS export, carrier feeds, GL mappings. Output: a working data pipeline against a 30-day sample. $7,500
Wk 2-5
Build. Reconciliation engine + report-rendering into your existing template. Daily auto-runs, exceptions Slack-alerted. $38,000
Ongoing
Retainer. Monthly tuning, edge cases, expand to new carriers as you sign them. $3,000 / mo
Why we're a fit

Closest analog: we built a similar reconciliation for Pegasus Logistics (60-employee freight broker, similar TMS). Their ops lead went from 1 day/week to 20 min/week. Case study attached.

Page 1 of 3 · See appendix for timeline + case study
ak-labz · proposal v1
Built from
Your proposal template
Template
Section order, your branding, your terms
Last 8 winning proposals
Voice
Phrasing that closes, framings that land
This prospect's context
Data
Discovery transcript, CRM history, website scrape, 3 analog case studies
Why this matters

Generic AI writers produce generic AI prose. This is built from your past output — the result reads like you, follows your structure, and uses your phrasings. Your team and readers won't notice anything changed except how fast it arrived.

4 hours15 min review.

Before
4
hours / proposal
· Re-listen to discovery call
· Hunt for the right analog case study
· Rewrite the same scope language 8th time
After
15
min review / proposal
· Draft ready 6 min after call ends
· Their words quoted back to them
· Right case study attached automatically
16× faster.
Every prospect. Reps focus on the pitch, not the doc.

Every recurring doc, on schedule.

Once a doc is set up, it auto-regenerates on the right cadence. You stop writing it; you start reviewing it.

QBR deck
Quarterly business review (per account)
Per customer · per quarter
Case study
Case study from a delivered project
On project close
Board update
Monthly board update email
Monthly
Renewal one-pager
Customer renewal pitch one-pager
60d before renewal
Discovery follow-up
Post-call follow-up email + meeting notes
After every discovery call
Hiring pitch
Recruiter pitch tailored to a candidate
Per candidate
Set the template once, point at your data sources, choose a cadence. The brain handles the rest, indefinitely.