TOK LABS
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Notes on automation, AI agents, and usable data.

Practical frameworks and honest tradeoffs, not vendor hype.

How AI Agents Are Changing Customer Support Operations
Customer Support·6 min read

How AI Agents Are Changing Customer Support Operations

A practical look at where AI agents genuinely help in customer support, where they don't, and how to roll them out without breaking the experience your customers rely on.

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A Practical Framework for Automating Finance & Accounting Workflows
Finance & Accounting·5 min read

A Practical Framework for Automating Finance & Accounting Workflows

Finance teams have good reasons to be cautious about automation. Here's a framework for automating reconciliation, AP, and reporting without losing the audit trail you depend on.

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From Raw Data to Ready Data: Why Data Enablement Comes Before AI
Data Enablement·5 min read

From Raw Data to Ready Data: Why Data Enablement Comes Before AI

AI agents and automation projects fail more often because of the data underneath them than the technology on top. Here's why data enablement has to come first.

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5 Signs Your E-commerce Operations Need Process Automation
E-commerce & Retail·5 min read

5 Signs Your E-commerce Operations Need Process Automation

Growing order volume shouldn't mean growing headcount at the same rate. Here are five concrete signs it's time to automate your e-commerce operations.

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Building a Governance Framework for Enterprise AI Agents
Governance·6 min read

Building a Governance Framework for Enterprise AI Agents

Deploying AI agents without governance creates real risk. Here's a practical framework for access, logging, and human oversight that doesn't slow you down.

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The Hidden Cost of Manual Processes in Logistics & Supply Chain
Logistics & Supply Chain·5 min read

The Hidden Cost of Manual Processes in Logistics & Supply Chain

Manual tracking and reactive procurement don't just cost time — they cost visibility. Here's what that actually costs a logistics operation, and how to fix it.

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