Blackbook AI logo
Services
Artificial Intelligence
Automation
Data
Digital & Low-Code
Green 3D bar charts and a rising arrow on a dark teal background
Not sure where to start?

Understand where AI, automation, and data can realistically improve business performance, before committing to major investment.

Learn more about our discovery service
View all services
Solutions
Products
Action Fabric logo with the tagline "An Agentic AI Platform by Blackbook AI" in white on a teal-to-dark-green gradient
Action Fabric

Enable your team to work smarter with a single platform built to manage AI-driven workflows and operational tasks.

Learn more about Action Fabric
PipeAI logo, a teal-to-green gradient circle with "PIPE AI", on a dark teal gradient background
PIPE AI

Powered by Artificial Intelligence, PIPE AI informs your business of predictive failure works and schedules inspections by priority.

Learn more about PIPE AI
RecBuddy logo, a white document with a checkmark in a blue-to-green gradient circle, with "RecBuddy" in white on a dark teal gradient
RecBuddy

Modernise accounting processes with automated reconciliation.

Learn more about RecBuddy
Case StudiesBlogNewsletter
About
company
Who We Are
Partners
Our Team
Contact Us
careers
Working at Blackbook AI
events
Upcoming Events
10 Years of Blackbook AI: Stories From Our Clients
Read the article
Press release graphic announcing David Emery as Managing Director, Consulting, with his portrait and the Blackbook AI logo
Blackbook AI Appoints David Emery as Managing Director (Consulting) Amid Growing Demand for AI Business Outcomes
Read the article
North America flag (United States and Canada)
Region
select your region or location
Australian flagAustralia
North America flag (United States and Canada)North America
Philippines flagPhilippines
Contact us
Contact us
Back to Newsletter
/
Experience Doesn’t Protect You From Autopilot

Experience Doesn’t Protect You From Autopilot

Standalone tools propped up out of habit rarely justify themselves, a lesson echoed by a university that automated fixed-term contract renewals and cut HR admin costs by up to $75,000 per employee a year.
Headshot of Robbie Butchart
Robbie Butchart
VP of Growth, Blackbook North America
Interlocking metal gears with one cracked gear in the center
Published on
September 22, 2026
Share

Hi all 👋

I did a presentation on Wednesday this week. Something I've done for over ten years now, same field, same principles, same outcome we're shooting for. It went okay, but afterward I sat with why it didn't feel like I'd rocked it, and I think it's because I got complacent. Didn't prep as well as I should have, didn't set proper intentions going in, and had a couple of things in there that probably should've been cut for that audience.

I asked the client for constructive criticism at the end. Still waiting to hear back; followed up again today. But maybe that's the actual lesson: watch how you're showing up and stay open to being told you missed something, because complacency creeps in quietly.

That one’s worth sitting with. Moving on to the business end…

What's Happening in AI

OpenAI recently shut down Atlas, the standalone browser they launched with a lot of fanfare as a Chrome competitor, nine months after launch. I don't read that as the tech failing. Almost nobody was willing to switch browsers just to get it, so OpenAI folded the same capabilities into ChatGPT Desktop and ChatGPT Work instead, tools people already had open.

That's discipline, not retreat. They didn't kill the ambition; they killed the standalone bet and moved it into a channel people were already using. The harder move is admitting a channel isn't working and redeploying fast, instead of defending it to save face.

Worth asking: Is there a standalone tool or process in your business that you're propping up out of habit, when the outcome it's supposed to deliver could just as easily ride on something people already use?

This Week's Case Study‍

A lot of operational work runs on people for one reason: nobody's stopped to ask why it should. That's what we found with fixed-term staff contract renewals at a university, thousands processed by hand every year, with no one tracking the real volume. When one slipped, an employee's contract just wasn't ready when they needed it.

We automated the renewal workflow: the system picks up the request, generates the contract, and sends it straight to the employee.

  • Roughly $50,000 to $75,000 per employee back in HR admin costs a year.
  • Processing time dropped about 75%, from an estimated 1,556 hours a year to 389.
  • Contracts go out on time without anyone chasing paperwork.

If nobody in your business can remember the last process someone actually questioned, that's usually where the real cost is hiding.

→ Read the full case study.

‍A Useful Resource

One question I get quite often is: "How do I know if a process is actually worth automating?"

That's why we built the Administrative Tax Calculator. It shows you how much you're paying premium salaries to do low-value work, chasing updates, manual entry, bridging gaps between systems. Before you hire another person, see how much you're already losing to broken processes.

That's it for this week.

‍

‍— Robbie

P.S. If you know someone else wrestling with enterprise tech adoption, or think they'd just like relevant tech updates, feel free to share this with them.

Get the latest tech news in your inbox

Stay up to date on new products, industry updates, and anything else you might have missed.
Subscribe

Hi all 👋

I did a presentation on Wednesday this week. Something I've done for over ten years now, same field, same principles, same outcome we're shooting for. It went okay, but afterward I sat with why it didn't feel like I'd rocked it, and I think it's because I got complacent. Didn't prep as well as I should have, didn't set proper intentions going in, and had a couple of things in there that probably should've been cut for that audience.

I asked the client for constructive criticism at the end. Still waiting to hear back; followed up again today. But maybe that's the actual lesson: watch how you're showing up and stay open to being told you missed something, because complacency creeps in quietly.

That one’s worth sitting with. Moving on to the business end…

What's Happening in AI

OpenAI recently shut down Atlas, the standalone browser they launched with a lot of fanfare as a Chrome competitor, nine months after launch. I don't read that as the tech failing. Almost nobody was willing to switch browsers just to get it, so OpenAI folded the same capabilities into ChatGPT Desktop and ChatGPT Work instead, tools people already had open.

That's discipline, not retreat. They didn't kill the ambition; they killed the standalone bet and moved it into a channel people were already using. The harder move is admitting a channel isn't working and redeploying fast, instead of defending it to save face.

Worth asking: Is there a standalone tool or process in your business that you're propping up out of habit, when the outcome it's supposed to deliver could just as easily ride on something people already use?

This Week's Case Study‍

A lot of operational work runs on people for one reason: nobody's stopped to ask why it should. That's what we found with fixed-term staff contract renewals at a university, thousands processed by hand every year, with no one tracking the real volume. When one slipped, an employee's contract just wasn't ready when they needed it.

We automated the renewal workflow: the system picks up the request, generates the contract, and sends it straight to the employee.

  • Roughly $50,000 to $75,000 per employee back in HR admin costs a year.
  • Processing time dropped about 75%, from an estimated 1,556 hours a year to 389.
  • Contracts go out on time without anyone chasing paperwork.

If nobody in your business can remember the last process someone actually questioned, that's usually where the real cost is hiding.

→ Read the full case study.

‍A Useful Resource

One question I get quite often is: "How do I know if a process is actually worth automating?"

That's why we built the Administrative Tax Calculator. It shows you how much you're paying premium salaries to do low-value work, chasing updates, manual entry, bridging gaps between systems. Before you hire another person, see how much you're already losing to broken processes.

That's it for this week.

‍

‍— Robbie

P.S. If you know someone else wrestling with enterprise tech adoption, or just want to receive relevant tech updates, feel free to share this with them.

Get the latest tech news in your inbox

Stay up to date on new products, industry updates, and anything else you might have missed.
*
*
You're subscribed! Keep an eye on your inbox for our next newsletter.
Oops, that didn't work. Please try again.

Related Content

Older man reading a vehicle insurance claim form at a table with a cup of coffee
Case Study & AI Insights
I Think We Underestimate How Work Gets Done
Trash bags and branches left on the curb beside a trash can on a suburban street
Case Study & AI Insights
I Think We're Finding Problems Too Late
Hand holding a pen over an invoice on a clipboard beside a laptop
Case Study
The More Businesses I Look At…

Get in touch with our team

mail
Send us an email
office@blackbookai.com
Services
Artificial IntelligenceAutomationData AnalyticsDigital & Low-Code
Services
Artificial Intelligence
Automation
Data
Digital & Low-Code
Solutions
View all Solutions
Solutions
View all Solutions
Products
Action FabricPIPE AIRecBuddy
Products
Action Fabric
PIPE AI
RecBuddy
Resources
BlogCase StudiesNewsletter
Resources
Blog
Case Studies
Newsletter
Events
Upcoming Events
Events
Upcoming Events
Careers
Working at Blackbook AI
Careers
Working at Blackbook AI
Company
Who We ArePartnersOur TeamContact us
Company
Who We Are
Partners
Our Team
Contact us
Locations
BrisbaneSydneyMelbourneCalgary
Locations
Brisbane
Sydney
Melbourne
Calgary
LinkedIn icon
YouTube icon
Instagram icon
© 2026 Blackbook Artificial Intelligence. ABN: 25 615 543 194. All rights reserved.
Terms and ConditionsPrivacy Policy
close
We use cookies

We use cookies primarily for analytics to enhance your browsing experience, to analyze our website traffic, and to understand where our visitors are coming from.

You can manage your preferences using this widget or learn more about our privacy policy.

You can manage your preferences using this widget or learn more about our privacy policy.

DenyAccept
Cookies on iconCookies off icon