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AI operations

Automate the work your operations team shouldn’t be doing.

Tolkn embeds with your team to automate high-volume manual workflows — reducing the cost and time of operating your business.

No rip-and-replace. No generic AI strategy. We build and deploy the workflows.

The problem

Your best people are still doing work software should handle.

Operations teams run on software that handles each system well on its own. The work that stays manual is the work between those systems — the company-specific process that no product was built for.

So people receive the email, open the document, pull out the numbers, log into the other system, check it against a third one, fix what doesn’t match, update the record, and do it again a thousand more times.

  • Moving data between systems
  • Processing documents
  • Reconciling information
  • Handling repetitive exceptions
  • Updating internal software
  • Producing recurring reports
  • Back-office administration

Tolkn handles that last mile.

Start with the work costing you the most.

We map the volume, manual effort and cost behind a workflow, then automate it and measure the impact.

  • Volume
  • Manual effort
  • Cost

What we automate

Built around your operation.

These are examples of the shape this work takes, not a product catalogue. Every workflow we build is specific to the operation it runs in.

Document processing

Extract, classify and validate information from high-volume documents.

Reconciliation

Compare information across systems and resolve or flag discrepancies.

Data entry & system updates

Move information between existing systems without repetitive manual entry.

Exception handling

Handle routine cases automatically and escalate cases requiring human judgment.

Back-office workflows

Automate repetitive operational processes currently handled internally or by outsourced teams.

Reporting

Generate recurring operational reports without manual preparation.

How it works

From manual workflow to production automation.

  1. 01

    Find the workflow

    We map the process, systems, volume and current cost.

    We identify repetitive operational work where automation can produce measurable ROI.

  2. 02

    Build it

    Our engineers work directly with your team and existing technology.

    We build around how your operation actually works rather than forcing you into another platform.

  3. 03

    Deploy & operate

    We put the workflow into production, measure the impact and continuously improve it.

    The goal is deployed automation — not a strategy deck.

Existing systems

Don’t replace your stack. Make it work.

Tolkn integrates with the software, documents, inboxes, databases and internal systems your operation already depends on.

Existing systems

  • Email
  • Documents
  • PMS / LOS / CRM
  • Databases
  • Internal software
TOLKNWorkflow

read → extract → validate → act → verify

Action completed

  • Record updated
  • Document processed
  • Exception resolved
  • Report generated
  • Task completed

Security

Built for sensitive operations.

Workflows can be deployed within your existing cloud environment, using your systems, credentials and approved AI infrastructure. Your data doesn’t need to live in another SaaS platform.

Customer-controlled infrastructure

Workflows can operate within infrastructure controlled by the customer.

Least-privilege access

Automations only receive the access required to complete the workflow.

Human oversight

Keep people in the loop for exceptions, approvals and decisions where human judgment is required.

No second system of record

Work happens in the systems you already run. Tolkn doesn’t become another place your data has to live.

Show us the workflow you wish you could automate.

If it’s repetitive, expensive and important to your operation, we want to see it.

Or email tim@trytolkn.com