Circular Clause Extractor
Regulatory Compliance
Reads every new SBP circular and pulls the clauses that bind the bank, with the page number.

Not slides about AI. Fifteen things the bank can actually test, built by the people who have the problem, before five o’clock.
Your AI Enabler workbook.
7 tools. One free ChatGPT account. One rule: AI asks, you think.
START HERE · YOUR GROUP
Pick once. Every tool loads your department’s tasks and problems.
01.
LEARN · CHATGPT + SUNO
Learn CO-STAR. Build a song
Your own song in fifteen minutes.
OPEN TOOL →
02.
APPLY · CHATGPT
CO-STAR on a real task
The same six parts on a task from your week.
OPEN TOOL →
03.
DEFINE · CHATGPT
Define your problem
One problem, one sentence, one root cause.
OPEN TOOL →
04.
IDEATE · CHATGPT
Idea round. Pick one
4 people, 3 ideas, 4 rounds.
OPEN TOOL →
05.
PROTOTYPE · GOOGLE AI STUDIO
See your idea work
AI Studio builds a small app.
OPEN TOOL →
06.
PRESENT · GAMMA
Prototype to pitch
Six slides with your app.
OPEN TOOL →
Make your first project using prompting.
Fill 6 gaps. Get lyrics from ChatGPT. Generate the song in Suno.
Why are you writing this song?
What should the song do?
Pick the genre.
Pick the mood.
Who hears this song?
How long should it be?
YOUR PROMPT · LIVE PREVIEW
Write a song.
Context. We want to laugh about how chaotic our weeks get.
Objective. Make us sing along. Style. qawwali. Tone. cheeky.
Audience. Our batch mates in this room. Response. A 90-second song.
Define your problem.
Pick one problem your table lived last week. ChatGPT X-rays it in three questions.
1 · THE PROBLEM · TAP THE ONE SOMEONE AT YOUR TABLE LIVED
WHO DID THIS LAST WEEK
HOURS A WEEK
Internal auditors spend five to ten hours a week rewriting the same information into several report sections.
Idea round. Pick one.
Four people, three ideas, four rounds. Your table picks one.
See your idea work.
Your idea becomes a small working app in Google AI Studio. Then the next table tries it.
THE PROMPT · CARRIED IN FROM 03 AND 04
Your problem. Internal auditors spend five to ten hours a week rewriting the same information into several report sections.
Your idea. Drafts the condition, cause, risk and recommendation from a rough note.
Who uses the app. Internal auditor.
Risk and control. AI may misread detail. Human verification required before use.
BUILDING IN AI STUDIO…
Audit Finding Writer.
ROUGH NOTE IN
“checked 40 vouchers, 6 had no approval sig, policy says dual sign over 50k, told the branch twice already”
Prototype to pitch.
Six slides with your app inside them. Present in three minutes.
15PROTOTYPES BY 5PM
One person. Eight hours.
This is the real workbook they used, replayed step by step. Open the live tool →
Each one chosen by the person who has the problem. Hours are their own estimate. Readiness is our call, for the bank to confirm.
Regulatory Compliance
Reads every new SBP circular and pulls the clauses that bind the bank, with the page number.
Internal Audit, IT Audit
Matches returned evidence against the observation sheet, closes what is satisfied, re-issues the rest.
Procurement
Twelve departments, twelve formats, one output. Flags anything it is unsure about.
Business Banking
Builds the client proposal structure and the visuals, in bank branding.
Internal Audit
Groups sample transactions by department and drafts the chase emails, with a deadline.
Quality Assurance
Reads the requirement, writes the test cases, produces the bug sheet.
Information Security
Turns scattered meeting notes into the standard one page format.
AI Associate, Tooling
Matches a use case to the tools and models that fit inside bank constraints.
Strategy, Project Tracking
Reads forwarded project mail and writes tasks, decisions and owners into one sheet.
Finance, Receivables
Writes a personal recovery reminder for each client from the ageing data. Nothing sends itself.
Risk
Scans branchless banking manuals for access, data and control gaps before the meeting.
Credit Operations
Finds the manual steps worth automating, and skips what the loan system already covers.
Information Systems
Turns plain technical notes into a first draft report for the right audience.
Risk, Merchant Compliance
Scores merchants against a rules matrix and buckets them high, medium or low.
Credit and Risk
Assesses affordability, repayment risk and collateral, and proposes a grade with the evidence attached.
The moment it stopped being training




All fifteen did it anyway.
Three minutes each, standing up, taking questions from the people they sit next to. One builder was asked straight out whether customer CNICs went into her tool. They did not. Amounts and ageing only.
The hard questions came from the floor, not from us. Three people named what stood between their build and a real pilot before anyone asked.
The method
The rules of the day
The bank hires a cohort of AI Associates and Business Graduates every year. This time it wanted them building on day one.



Who ran the day
Usman built the workbook the cohort used, ran the room at NIBAF, and pushed every table from problem to working prototype by five o’clock.
Usman ZahidPartner and Chief AI Officer, Think FRST
The workbook is still open