ak-labz/Doc Generation
Scenario:Weekly exec updateSales proposalInvestor update

Exec sync Monday. The deck is empty.

You have 4 hours of scrolling Slack, Linear, the CRM, and the KPI dashboard between you and a deck nobody really reads twice.

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.

Slack #general
47 messages
"We hit 1M API requests this week 🎉" — Mike, Wed
Linear
12 closed
12 issues closed · 3 carried over · 1 blocked
Salesforce
7 deal changes
2 deals closed-won ($86K), 1 lost (compliance gap), 4 in eval
KPI dashboard
weekly snapshot
MRR $148K (+4.2% wow) · NPS 62 · Active users 12,408
Calendar
18 meetings
Customer call: Acme (CFO joined) · Board prep · 1:1s
Slack #engineering
23 messages
"Migration to v2 schema complete, no downtime" — Sarah K., Thu

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 Q1 deck template…
Reading 12 past weekly updates for voice…
Pulling KPIs, Linear closures, deal movement, customer signals…
Drafting opener using "the way you usually write the opener"…
Sectioning into KPIs · Shipped · In flight · Blockers · Next week…
Filling slides with this week's actual data…
Match check vs. template style guide ✓

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.

Weekly · Exec sync
Week of May 26, 2026
MRR up 4.2% wow on the strength of 2 closed-won and zero churn.
Schema migration shipped. Compliance gap cost us one deal we'll revisit Q3.
MRR
$148K
+4.2%
Closed-won
$86K
2 deals
NPS
62
+3
Active
12.4K
+6%
Shipped this week
Schema v2 migration
Self-serve onboarding
API v3 in beta
In flight
Pricing experiment (4 cohorts)
Acme custom integration
Hiring eng lead
Blockers
Compliance docs slowing reg deals
Acme QBR rescheduled twice
Built from
Your Q1 deck (template)
Template
Slide structure, header style, KPI block, color palette
Past 12 weekly updates
Voice
Tone, phrasing, what you emphasize vs. skip
This week's activity
Data
6 source systems, deduped + ranked
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 hours → 10 min review.

Before
4
hours / Friday afternoon
· Scrolling Slack + Linear + CRM
· Copy-pasting numbers into the template
· Wordsmithing the opener twice
After
10
min review / Friday
· Deck pre-generated by 3 PM Friday
· You review + tweak the takes
· No new tools to learn
24× faster.
Every Friday. Compounds with every update it writes.

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.