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AgentSpring

Build and connect

Workflow automation & process improvement

Take repetitive work off your team's plate — with the right amount of AI, not the most.

A lot of valuable automation doesn't need an AI model at all. Some does. We look at the process first, simplify what can be simplified, and then automate with the lightest tool that will hold up: an automation platform, a Python script, a direct API connection, or an AI step where judgment on unstructured information is genuinely needed.

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When this helps

  • People re-type information from emails or PDFs into another system.
  • Weekly reports are assembled by hand from several spreadsheets.
  • Work stalls at handoffs between teams because nobody gets notified.
  • A process has grown workarounds over the years and nobody trusts it.

What AgentSpring does

  1. 1

    Untangle the process

    We walk the current workflow with your team and remove unnecessary steps before automating anything. Automating a broken process just breaks it faster.

  2. 2

    Choose the right tool

    We pick between automation platforms (like Zapier, Make, or Power Automate), custom Python scripts, APIs — the connection points software exposes for other software — and AI steps, based on reliability, cost, and who will maintain it.

  3. 3

    Build with checkpoints

    Where a mistake would be costly, the automation prepares the work and a person approves it. You decide where those checkpoints sit.

  4. 4

    Test on real examples

    We run the automation against real past cases, including the messy ones, before it touches live work.

What you receive

These are potential deliverables. Your proposal defines the exact deliverables and responsibilities; not every item applies to every engagement.

  • A simplified future-state process map
  • Working automations in your environment
  • Exception handling and human review steps where needed
  • Run instructions and a plain-language explanation of how it works
  • A test log showing the cases it was checked against
  • A handover session with whoever will own it

What we need from your team

Good results depend on your team's involvement.

  • A process owner who knows the edge cases
  • Access to the systems involved (or someone who can grant it)
  • A set of real past examples, including tricky ones
  • Time to review and approve test results

How success is assessed

  • The automation handles the agreed cases correctly on test data
  • Exceptions are routed to a person instead of failing silently
  • Your team understands what it does and how to pause it
  • Time or error measures you choose are tracked from the start

What affects scope, timing, and cost

  • Number of systems to connect and whether they have APIs
  • Variety and quality of incoming documents
  • How many exception paths need handling
  • Licensing costs for any automation platform
  • Ongoing monitoring and support needs

Projects are scoped around your goals, existing systems, and the work required. Before work begins, we agree on deliverables, responsibilities, fees, and any ongoing software or support costs.

Where relevant, third-party licenses, hosting, model usage, and ongoing support are separate costs identified before work begins. Your proposal also defines integration access, ownership arrangements, handover, and support scope.

How pricing works

Illustrative example

Example: purchase orders into an ERP

Purchase orders arrive as email attachments in different formats. An automation extracts the order details, checks them against customer and item records, flags discrepancies such as an unknown part number or price mismatch, and prepares an ERP entry. A person reviews flagged orders and approves entries before they're posted.

See work & examples

Questions about this service

Do we need to buy new software?

Often not. We start with what you already pay for. If a new tool is worth it, we'll explain the recurring cost before you commit.

What happens when the automation gets something wrong?

We design for that. Uncertain or unusual cases are routed to a person, and the automation logs what it did so problems can be traced.

Who maintains it afterward?

Your team, us under a support agreement, or a mix. We'll document it so that whoever owns it can understand it.

Related services

Talk through workflow automation for your business.

The free workflow review is your starting point. Bring a project, a process, or a question about where to start.

What happens on the first call?

We’ll discuss what you want to improve, the tools you use, and the constraints you’re working within. You’ll leave with 2 to 3 automation ideas, whether or not we work together.

Start with a defined project or an uncertain problem. You’ll leave with 2 to 3 automation ideas, whether or not we work together.

Get a free workflow review

30 minutes. You'll leave with 2 to 3 automation ideas, whether or not we work together.

Send us a message