MernLabs
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AI Products & Integrations

AI feature developmentModel routingContent generationModeration & safetyCost tracking

AI features that survive contact with real users — multi-model routing, per-generation cost tracking and safety moderation, engineered into products people rely on daily.

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What we do

01

AI features inside your product

Generation, summarisation, classification and assistance built into your existing workflows — where AI saves hours, not where it makes demos.

02

Multi-model architecture

Tasks routed across models by complexity and cost — quick models for simple work, reasoning engines for the hard parts — behind one interface you own.

03

Safety & moderation layers

Requests and outputs checked against restricted-topic registries your team can update without a deploy — essential for education and regulated sectors.

04

Cost & usage tracking

Every generation metered in real time and attributed to the session that incurred it, so pricing stays honest and the invoice stays boring.

05

Designed for the bad output

Regenerate, edit and salvage paths built into the product, because models have off days and your users should barely notice.

06

Evaluation & iteration

Output quality measured against real examples from your domain — so model swaps and prompt changes are decisions, not gambles.

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