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Trust & Safety, content moderation, and the vendor industry. Written from the inside.

A buyer's glossary for Trust & Safety vendor calls

Six phrases you will hear on a T&S vendor call, what each one actually means, and the question that closes the gap.

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What happens when your free moderation tool disappears

Perspective API shuts down December 31, 2026 with no migration support. What that reveals about depending on free vendor tools for content moderation.

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What separates a Trust & Safety vendor integration that works from one that doesn't

What to lock in before you sign, how to run a real integration rollout, and why staying close to your T&S vendor after signing matters more than buyers expect.

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What most buyers get wrong about Trust & Safety vendor POCs

How to run a T&S vendor POC that actually tells you something: what dataset to bring, what to score, how long to run, and the posture buyers get wrong.

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How to actually negotiate a Trust & Safety vendor contract

Pricing model archetypes, hidden line items in T&S vendor quotes, what's actually negotiable, and four questions that change every vendor conversation.

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Why your moderation vendor's pricing is shaped by their investors, not your needs

Five years on the vendor side of T&S reveals why pricing structures are shaped by investor dynamics, ARR targets, and working capital needs. Not by the cost of moderating your content.

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