Use cases

Days to minutes.

Sixteen everyday jobs where work waits. What happens today, what changes, and the numbers.

Sales and production

Custom quotes wait nine days.

Today
  1. Day 1A law firm asks on WhatsApp for 60 desks with custom trays.Waits 4 days for engineering
  2. Day 5An engineer prices it from memory, at night.Waits 5 days for finance
  3. Day 9Quote sent.
  4. Day 94 in 10 buyers have already bought elsewhere.

Before: under an hour of real work, spread over 9 days of waiting.

What changes. The agent drafts each custom quote from 1,200 past quotes and checks it against the finance rules. Ravi approves the price over coffee instead of pricing at night, and Elena checks the margin in one tap. They design furniture again, and quotes go out the same morning.

A custom quote9 daysUnder a day
Quotes waiting in the pile340
Evenings engineers spend pricingMost nightsNone
A furniture maker: 90 days in numbers →
Finance

Supplier bills take 18 days to pay.

Today
  1. Day 1The bill lands in a shared inbox with 60 others.Waits 2 days
  2. Day 3Typed in. Warehouse asked: did the boxes arrive?Waits for the buyer at a trade show
  3. Day 9Price is 5% too high, 2 boxes crushed. Supplier emailed.Supplier calls twice
  4. Day 16The owner approves in 2 minutes.Waits for Thursday's payment run
  5. Day 18Paid.

Before: 44 minutes of real work, spread over 18 days of waiting.

What changes. The agent checks every bill against the order and the delivery, and asks the supplier to fix what is wrong, with proof. David gets one WhatsApp message and approves in a tap. Priya sets the rules and looks after suppliers instead of typing and chasing.

Bill to paid18 days2 days
"Where is our money?" calls20
Early-payment discountMissedUSD 96 kept
See the supplier bill use case →
Operations

One in five appointments is a no-show.

Today
  1. MonA reminder text goes out. 72 of 90 confirm. 18 don't reply.Waits until Tuesday afternoon
  2. Tue 3 pmThe front desk calls between check-ins. Reaches 9 of 18.No time to call the waitlist
  3. Wed17 patients don't come. 17 chairs sit empty.

Before: 3 hours of front-desk calls a day, and the waitlist never called.

What changes. The agent calls every patient who hasn't confirmed, moves those who can't come and offers the freed chairs to the waitlist. Leila gets one summary and spends her afternoons with patients at the desk. Dr Okafor sees a full day.

Empty chairs on a Wednesday174
Front-desk time on reminder calls3 hours a dayNone
Waitlist patients seen06
See the no-show use case →

13 more use cases.

At least one for every team.

Marketing

A campaign takes three weeks to launch.

Today
  1. Day 1The brief goes by email to the designer, the copywriter and the agency.Waits 4 days for drafts
  2. Day 5Drafts in. Brand wants a new photo. Legal hasn't seen anything.Waits 6 days for legal
  3. Day 11Legal strikes "clinically proven". 9 banners and 3 emails redone.Two more rounds by email
  4. Day 21Live, two days after the sale weekend.

Before: about 5 hours of real work, spread over 21 days of waiting.

What changes. The agent turns the brief into a plan with an owner and a date for each piece, and checks every draft against the brand rules and past legal decisions. Ines decides only the new claims. Farah writes the next campaign, and Noor spends the time with shop buyers.

Brief to launch21 days4 days
Rounds of changes62
The sale weekendMissed by two daysLive two days early
The whole story: campaign launches →
Sales

New leads wait three days for a reply.

Today
  1. Fri 9:47 pmA 40-clinic group asks for a price.Waits all weekend
  2. Mon 3:10 pmA rep calls. Voicemail.Seven emails to book a call
  3. Day 12On the call, the price needs a manager.Manager at an offsite
  4. Day 15Price sent. "We went with another tool."

Before: 50 minutes of real work, spread over 15 days of waiting.

What changes. The agent answers every enquiry within minutes, nights and weekends included, with the group price and two meeting times. Grace approves discounts with one tap, wherever she is. Aisha spends her day on calls with buyers, and Kenji walks into each meeting with a one-page brief.

First reply65 hours2 minutes
Price in the buyer's handsDay 15Day 1
The dealLost to a faster vendorProposal on day 5
The whole story: new leads →
Onboarding

New customers wait six weeks to go live.

Today
  1. Week 1Kickoff call. 14 decisions go into one person's notes.Nobody owns the next step
  2. Weeks 2 to 4Three reminders to the customer's IT for a data file.Waits on their IT
  3. Week 5The file arrives in the wrong format.Another round of emails
  4. Day 44Training done. Live.

Before: about 6 hours of real work, spread over 44 days of chasing.

What changes. The agent joins the kickoff, posts every task with an owner and checks each file the hour it arrives. Rania stops chasing files and trains the customer's team in person. The customer always knows the next step.

Signed to live44 days12 days
Reminders the onboarding lead sends110
Decisions from the kickoff callIn one person's notes14 tasks, each with an owner
The whole story: customer go-live →
Customer relationships

Customers explain their problem three times.

Today
  1. Day 1"The bowl arrived cracked." Auto-reply: 2 business days.Waits a day
  2. Day 2Asked for photos. She tells the story again.Waits on stock checks
  3. Day 6She calls. A new agent can't find the thread. Third time.Courier, then the warehouse
  4. Day 9Refund approved at 7 pm. No mixer.

Before: 25 minutes of real work, spread over 9 days and three tellings.

What changes. The agent answers in the customer's language, asks for one photo and books the fix while she is still on the chat. Jonas approves refunds in one tap, with the photo attached. Sofia takes the hard cases, and Diego fixes the box that cracks the bowls.

First real answerDay 22 minutes
Times she told the story31
SolvedDay 9, refund onlyDay 3, new mixer
The whole story: complaints →
Customer relationships

Renewals are noticed a week before they lapse.

Today
  1. Month 8The customer's champion leaves. The new safety head never logs in.Nobody notices
  2. Month 9Logins halve. Two support tickets wait a week.Still green in the CRM
  3. Day -7Renewal reminder sent. Reply: "We've chosen another provider."One call, too late
  4. Day 0Lapsed. USD 84,000 a year gone.

Before: the warning signs were there four months early. Nobody was looking.

What changes. The agent reads the signs spread over five tools, like a bounced email, falling logins and slow tickets, and tells the account manager months ahead. Tara visits the customer with a plan while there is still time. Prices and terms stay with the team.

Risk noticed7 days before renewal120 days before
Warning signs seen0 of 55 of 5, in one brief
The renewalLost, USD 84,000 a yearRenewed for 2 years, plus 2 sites
The whole story: renewals →
Product development

Customer bugs wait nine days for an engineer.

Today
  1. Day 1 · WedA studio says members can't book classes on their phones.Support asks for steps and a screenshot
  2. Day 3Steps arrive. Support can't repeat it. Logged as "booking broken?"Waits for Tuesday's triage meeting
  3. Day 7 · TueTriage: product asks which phones.Support asks the studio again
  4. Day 9An engineer picks it up. A two-line fix.

Before: 40 minutes of real work, spread over 9 days of passing it on.

What changes. The agent gets the details from the customer the first time, repeats the bug and finds every studio it hits. Mei sets the priority in one tap and Ren gets one clear bug the same morning. Oli calls studios that are thinking of leaving instead of asking for screenshots.

Report to engineer9 days1 hour
Times the studio was asked for details31
Studios told it was fixed1 of 11All 11
The whole story: customer bugs →
IT

Access to one app takes four days.

Today
  1. Thu 10:00Sara, a new account manager, asks in Slack for the pricing tool.Told to raise a ticket
  2. Thu 2:30 pmTicket raised. IT needs her manager's approval.Manager travelling, approves Friday night
  3. Mon 9:0046 tickets in the queue after the weekend. No spare licence.Waits on finance for a seat
  4. Mon 4:40 pmAccess granted. A customer's quote went out three days late.

Before: 12 minutes of real work, spread over 4 days of waiting.

What changes. The agent knows each person's role and IT's rule for every app. The manager taps Yes, and the agent sets up access and logs who approved it. Leon fixes the problems everyone complains about instead of working through access tickets.

Request to access4 days20 minutes
Access requests in the IT queue3 in 10 ticketsHandled inside IT's rules
Days a new account manager couldn't quote30
The whole story: access requests →
Hiring

Hiring takes 57 days. Day one has no laptop.

Today
  1. Day 1The job goes live. 180 CVs arrive.CVs wait two weeks in a pile
  2. Day 24First interview, after six emails.Waits for the boss's calendar
  3. Day 45She says yes. Nobody tells IT.Twelve days pass
  4. Day 57First day. No laptop, no logins.

Before: 3 hours of real work, spread over 57 days of waiting.

What changes. The agent reads every application against the hiring manager's list, books the calls, drafts the offer and sets up payroll, the laptop and accounts. Mateo talks to the best candidates, Rohan approves the offer in one tap, and Tomas approves the kit list once. Anika is logged in at 9:05 on day one.

Opening to a yes45 days5 days
First dayNo laptop, no loginsLogged in at 9:05
Who tells ITNobodyThe signed contract does
The whole story: new hires →
Hiring

Four interviewers, three weeks to find one slot.

Today
  1. Day 1The candidate passes round one. The final needs 4 interviewers.The recruiter emails all four
  2. Days 2 to 12A slot is found, then one interviewer travels. Rebooked.31 emails
  3. Day 19Final round done. Feedback from 2 of 4.Waits 4 days for the rest
  4. Day 23Offer ready. She took another job on day 20.

Before: 4 hours of real work, spread over 23 days.

What changes. The agent finds one slot in four calendars, briefs each interviewer and chases every feedback form within the hour. Neha calls candidates and sells the job instead of writing 31 emails. The hiring manager approves the offer, and it goes out that week.

Final round heldDay 19Day 4
Scheduling emails the recruiter wrote310
The candidateTook another offer on day 20Said yes on day 6
The whole story: interviews →
Legal

Contracts take three weeks to sign.

Today
  1. Day 1The customer says yes. Sales edits an old contract.Waits on their lawyer
  2. Day 9Their lawyer asks for unlimited liability.Waits for our lawyer, between meetings
  3. Day 13Our lawyer rewrites the terms.Waits for their approval
  4. Day 21Signed, after two chases.

Before: 2 hours of real work, spread over 21 days of waiting.

What changes. The agent drafts each contract on the company's standard terms and answers routine questions from the other side. Malik, the lawyer, decides only the unusual terms, with the rule and the request side by side. Petra spends the time with new customers instead of running paper between lawyers.

Yes to signed21 days3 days
The lawyer's time2 hoursOne tap
Yeses that go cold1 in 10Almost none
The whole story: contracts →
Operations

Stock runs out while the reorder waits.

Today
  1. Fri 4 pmA shift lead sees 3 cases left and posts in the WhatsApp group.Lost among 60 messages
  2. SatCafés start running out. Staff buy cartons at the supermarket.The operations manager is off
  3. Mon 11:00The order is over USD 2,000, so it needs the owner.Owner approves Tuesday
  4. WedThe supplier confirms for Thursday. 5 days without oat milk.

Before: 15 minutes of real work, spread over 6 days of waiting.

What changes. The agent reads the tills and the stock counts and drafts the order before the shelf runs low, from each supplier's price list. Hana approves it on WhatsApp in one tap. Shift leads make drinks instead of counting cartons, and Luis visits the cafés.

Days the cafés had no oat milk50
Oat drinks turned awayAbout 1,9000
Emergency supermarket runs90
The whole story: stock-outs →
Finance

30-day invoices get paid on day 64.

Today
  1. Day 1A USD 48,000 invoice goes to the customer's general inbox.No reply
  2. Day 31Due. An automatic reminder goes out.Two more reminders, unread
  3. Day 41Finance calls. The invoice is parked: no PO number, and 200 cartons short.Credit note waits on the warehouse
  4. Day 64Paid, in the customer's next payment run.

Before: 35 minutes of real work, spread over 64 days.

What changes. The agent sends every invoice with the customer's PO number and finds the reason for a delay in the first week. Omar approves credit notes in one tap and plans cash instead of calling about overdue money. Wen talks to customers about new orders, not payments.

Invoice to cash64 days30 days
When the short delivery came upDay 41Day 2
Reminders before anyone talked3, unreadNone needed
The whole story: late payments →
Accounting

Closing the books takes 12 days.

Today
  1. Day 1Bank statements for 4 hotels. 140 card payments have no receipt.Emails to 38 managers
  2. Day 5Hotel 2's bank is off by USD 3,410.Two days to find why
  3. Day 8The laundry bill still isn't in, so the accruals wait.Waits on the supplier
  4. Day 12Books closed. The owner's meeting was on day 10.

Before: about 30 hours of real work, spread over 12 days of chasing.

What changes. The agent asks for each receipt on WhatsApp the day the card is used, matches the bank lines and explains every item left over. Lucia reviews and signs off on day 4. Kavya walks hotel managers through their numbers instead of chasing receipts.

Month-end close12 days4 days
Card payments with no receipt on day 11409
The owner's meeting on day 10Held without numbersNumbers ready on day 4
The whole story: month-end close →

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