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Clear thinking on AI, automation, and the businesses using them.

Original analysis from the SparkSolutions team — practical perspective on where intelligent automation actually creates value, written for the people making the decisions.

AI & Automation · Latest

The Model Behind Your Automation Will Be Retired. Plan the Migration Before the Vendor Forces It.

Businesses now build real workflows on top of specific AI models, then treat the model choice as a one-time decision. Vendors don't see it that way: model lifecycles have gotten shorter, and retirement is a routine, scheduled event — not an emergency you can blame on the vendor when it happens.

SparkSolutions Editorial · September 14, 2026 · 5 min read

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AI & Automation

The Card Networks Just Built Rails Specifically for AI Agents. Your Procurement Process Hasn't Caught Up.

Visa, Mastercard, American Express, and Corpay have all shipped agent-specific payment infrastructure this year, built for AI systems that shop and pay without a person clicking confirm. Before any purchasing agent touches your company's money, it needs a card built for that job, not a copy of the one your staff already carry.

August 21, 2026 · 5 min read

AI & Automation

Your Next AI Agent Won't Need an API. It'll Just Log In.

A newer class of AI agents can now operate ordinary business software through the browser, clicking and typing the way an employee does, instead of connecting through an API a vendor has to build. That creates a genuinely new decision: what should an agent be allowed to do once it's logged in.

August 7, 2026 · 5 min read

AI & Automation

Answering the Phone With AI: What to Automate, and What Not To

AI voice agents have finally gotten good enough to handle real phone calls, and small businesses are adopting them faster than most other AI tools. The hard part isn't the technology — it's deciding which calls a machine should never take.

July 31, 2026 · 5 min read

AI & Automation

Why Most AI Pilots Never Reach Production — and What Separates the Ones That Do

Widely cited research this year puts the failure rate of enterprise AI pilots at well over 80 percent. The pattern in what fails and what scales has little to do with the technology itself.

July 29, 2026 · 5 min read

AI & Automation

Shadow AI: Your Team Is Already Using It, Whether You've Approved It or Not

Employees are already pasting client data and financial details into consumer chatbots to get through their day. Ignoring it doesn't stop the practice — it just means the business has no idea what has already left the building.

July 28, 2026 · 5 min read

AI & Automation

AI Agents Are Quietly Redrawing the Line Between Software and Staff

For a decade, automation meant rules. The shift toward AI agents that can reason over a task is changing which work is worth automating — and how businesses should think about it.

July 22, 2026 · 6 min read

AI & Automation

Where a Small Business Should Actually Start With AI Automation

The enterprise AI conversation rarely fits a 20-person company. A more grounded starting point for smaller businesses that want results, not hype.

July 16, 2026 · 5 min read

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