QUIMA LABSAI Operations Emergency Kit

AI Operations Emergency Kit

Seven days. One process. One number you can defend.

A complete method for implementing AI in a small business: the 7-day roadmap, 50 prompts, 10 operating templates, an ROI calculator and 50 documented use cases.

With one difference: every saving figure in this kit is anchored to published studies with a control group, cited by author, year and URL. You can check them before you buy.

−37%

time on professional office writing, with assessed quality going up, not down

Noy & Zhang · MIT / Science, 2023
n = 444 professionals

+34%

productivity for novice customer-support staff, in a real operation

Brynjolfsson, Li & Raymond · NBER, 2023
n = 5,179 agents

−19 pp

accuracy when the task falls outside what AI does well: worse than not using it

Dell'Acqua et al. · Harvard / BCG, 2023
n = 758 consultants

1.4%

of all hours worked across a whole economy: the real aggregate saving today

Bick, Blandin & Deming · NBER, 2024
US national survey

The problem

You don't have an AI problem. You have an implementation problem.

Almost every small business already knows AI can help. What they don't know is where to start without breaking something.

And it isn't a shortage of information: it's that the available information is written for companies with a data team, or it's a list of prompts with no method around it. The questions that actually stall an implementation are different ones.

What this kit does

It gives you a seven-day method to answer those six questions about a real process in your business, with the templates, prompts and calculator that method needs. It doesn't teach you a specific tool and doesn't depend on one.


Why this kit is different

Every figure comes with its source.

Most AI products promise saving percentages nobody can trace. This one brings the whole table, with sample size and study, so you can verify it and cite it in front of your own management.

What was measuredResultSampleStudy
Professional office writing: announcements, short reports, delicate emails Time −37%
Quality +0.45 SD
444 professionals Noy & Zhang, MIT / Science, 2023
Customer support: cases resolved per hour, in a real operation +14% average
+34% for novices
5,179 agents Brynjolfsson, Li & Raymond, NBER WP 31161, 2023
Consulting tasks inside the AI capability frontier −25% time
+12% tasks
758 consultants Dell'Acqua et al., Harvard Business School WP 24-013, 2023
The same tasks, designed to fall outside that frontier −19 percentage points accuracy 758 consultants Dell'Acqua et al., Harvard Business School WP 24-013, 2023
Exposure of administrative work to generative AI 24% high
58% medium
Global analysis by occupation Gmyrek, Berg & Bescond, ILO WP 96, 2023
AI adoption gap between large and small firms in the European Union 17% small
55% large
157,000 firms Eurostat, ICT usage in enterprises survey, 2025

The uncomfortable finding that is in the kit

When the task falls outside what AI does well, the teams that used it were 19 percentage points less likely to reach the right answer than the teams that didn't. It isn't that AI doesn't help: it helps on some tasks and gets in the way on others, and the difference isn't obvious from the outside. That's why the kit devotes a whole document to deciding where not to use it.


What's inside

Six documents, used in order.

It isn't a folder of loose files. Each document produces the input for the next, and together they build the file of a pilot you can audit.

01

Quick Start Guide

The full 7-day roadmap: what happens each day, what the deliverable is, how long it takes and what that day's trap is. Plus the five rules and the five most expensive mistakes.

13 pages · editable Word

02

AI Operations Playbook

The ten-step operating model, the six AI patterns with their characteristic failure mode, and the information classification that decides what may be pasted into which tool.

11 pages · includes a workflow design canvas

03

50-Prompt Library

Fifty business prompts ready to copy. Each with the literal text, what information you have to paste, and the mandatory verification before using the output.

35 pages · 8 functional categories

04

Operating Templates

Process assessment, project charter, RACI, risk register, KPI sheet, weekly operating review, action tracker, SOP, experiment log and automation specification.

24 pages · with space for your logo and sign-off

05

ROI Calculator

Six Excel sheets: a calculator with status colours and an automatic verdict, an indicator dashboard with charts, and an assumptions sheet carrying the evidence behind them.

Excel · no macros, opens in Excel, Sheets and LibreOffice

06

50 AI Use Cases

Fifty cards by department with current pain, inputs, what the AI does, expected output, indicator and human control. Plus three cases worked through with the full calculation.

37 pages · 7 functional areas


What it looks like inside

Real pages from the kit.

No mockups, no renderings: this is what opens when you unzip the file.

Kit calculator sheet with five processes entered, payback status colours and an automatic verdict per row
05 · ROI Calculator — the entry sheet, with example data. The verdict and status colours compute themselves from the thresholds on the assumptions sheet.
Kit summary dashboard with eight indicators, a saving-by-process chart and a payback chart
05 · Executive summary — eight indicators and two charts that update as you enter processes.
Process assessment matrix template with identification block, space for a logo and filling instructions
04 · Templates — each with an identification block, space for your logo, instructions and a worked example row.
Two prompt cards from the kit showing the literal prompt text, what the user must paste and the mandatory verification
03 · Prompts — the literal text, what you paste, and what you have to verify before using the output.
Two use-case cards with pattern, difficulty, reduction band, current pain, inputs, output, indicator and human control
06 · Use cases — pattern, difficulty, reduction band and human control, in the same structure across all fifty.
Page from document 06 showing the evidence table: eight studies with result, sample and source
06 · The evidence table, inside the product. Eight studies with result, sample and a source you can check.

One case, with the full calculation

Invoice reconciliation at a 40-person company.

One analyst spent 45 minutes on each reconciliation run, 60 times a month. Eight to ten invoices a month were paid with discrepancies caught only afterwards.

Before45 min/run
After27 min/run
Payback5.5 months
Year-1 ROI118%

The error rate fell from 6% to 1.5%, because the prompt flags inconsistencies that used to slip through. Three low-quality scanned invoices had to be processed by hand and were documented as an exception.

It was scaled with two conditions written into the procedure: mandatory verification of every amount above $500 against the source document, and scanned invoices excluded from the flow. The documented exception is what made approval possible, not the saving.

The kit includes this case and two more worked the same way — among them one that was rejected, and why that is also a result. They are scenarios built with the kit's methodology to show the full calculation, not results measured at a specific company.

The method

Seven days, seven deliverables.

Between 45 and 90 minutes a day, one single person. If the day ends without its deliverable, you don't move on: you repeat the day.

Day 1Detect. An inventory of 10 to 15 repetitive processes, scored by impact and feasibility.
Day 2Prioritise. The three chosen processes, with a project charter and RACI for the first.
Day 3Document. The current process written down, its risk register, and the measured baseline.
Day 4Design. The solution specification and the exact prompt that will be used.
Day 5Test. A measured result across 20 real cases, with the failures documented.
Day 6Standardise. The updated procedure and the indicator sheet.
Day 7Decide. The business case and the decision to scale, adjust or drop.

One week. One process. One measurable improvement.

Then you repeat. The second process costs half the effort, because the method has already been proven inside your company and with your people.


Who it's for

Written for people who operate, not people who code.

It's for you if

  • You run a small business and want to start with AI without hiring a consultant.
  • You're an operations manager who wants to cut repetitive administrative work.
  • You run projects and want to speed up reporting, documentation and control.
  • You lead an administrative team that disappears into reports, emails and spreadsheets.
  • You're a consultant or freelancer who wants a repeatable method for clients.

It's not for you if

  • You want a technical course to become an AI engineer.
  • You want theory about models, architectures or industry trends.
  • You expect another giant prompt list with no method around it.
  • You need someone to implement it for you: this is a method, not a service.
  • You want a guaranteed saving: what you'll find here is how to measure it, not a promise.

Who wrote it

Rodolfo Quirós
Director of Information Technology & AI · Industrial group of five companies · San Luis Potosí, Mexico
Published byQUIMA LABS

This kit is the method I use to take AI initiatives into live operation at companies with no data team and no consulting budget: plants, administration, procurement, finance and HR.

It's written from the side of the person who has to answer for the result in a management meeting, not from the side of the person selling the tool. That's why it carries the evidence with its sources, the information controls, and the cases where AI isn't the right answer.

Price

Start this week.

$22 USD

One-time payment, no subscription. Secure checkout by Stripe. Price in US dollars.

  • 6 documents · 120+ pages per language
  • English and Spanish versions, at no extra cost
  • Fully editable Word and Excel
  • A single ZIP, instant download
  • No subscription, no macros, no extra software
Get the kit — $22 USD

Digital product. Because it is delivered instantly, it is non-refundable once the file has been sent. Subscriptions to AI tools are not included and are not required to use the method: the kit works with any general-purpose conversational assistant.

Questions

What people ask before buying.

Do I need to know AI, or to code?

No. The kit is written for business users. None of the workflows require programming: you work with a conversational assistant, Word and Excel.

Which AI tool do I need?

Any serious general-purpose conversational assistant. The method is deliberately designed not to depend on a platform: what it teaches — which process to tackle, how to measure it, where to put human review — doesn't change when the tool changes.

Is it a course?

No. It's six working documents: guides, prompts, editable templates and a spreadsheet. There's no video and no platform to learn.

Are both languages really included?

Yes. The ZIP contains two folders, English and Spanish, each with all six documents. It isn't a partial translation or a summary: it's 120+ pages per language, with the example currency adjusted in each version.

Will it guarantee that I save money?

No — and be wary of anyone who guarantees it. The result depends on the process you choose, the quality of your data and how far your people adopt it. What the kit does is give you the method to identify it, test it on 20 real cases and measure it against a baseline, so that on day 7 you have a number rather than an impression.

Where do the saving figures come from?

From public studies with a control group, cited by author, year and URL inside the product. The reduction bands on each case are planning ranges built from those studies, not results measured at your company: the kit says so explicitly and teaches you to replace them with your own measurement.

Can I use it with my clients?

The licence is internal use for one company: you can adapt, customise and print the documents inside your organisation. It doesn't include resale or public redistribution of the kit or its components. If you're a consultant and want to use it with several clients, write to me before buying.

How do I receive it?

After payment you get the ZIP download link automatically. There's nothing to wait for and no platform to register with.

Stop experimenting. Start implementing.

$22 USD

AI Operations Emergency Kit · English and Spanish · Instant download

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