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Notis

Search model quality benchmarks from an incident

Turn an output-quality concern into a targeted model comparison for the response team.

Trigger

Webhook received

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

Action

Search models

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

Why this helps

When AI output quality is implicated, choosing what to investigate next can become another open-ended research task.

  • Focus research on quality needs tied to the incident.
  • Give responders a small set of alternatives to assess.
  • Reduce open-ended browsing during triage.

Setup

Build it in a few focused steps.

  • 1Connect incident.io and Artificial Analysis to Notis once in the portal.
  • 2Create a portal automation or tell Notis conversationally to search models when an incident flags output quality.
  • 3Describe the quality concern and AI task in one plain-language instruction for Notis.
  • 4Choose an incoming webhook trigger and a reporting channel, then test with a real quality-related incident.

Questions about this workflow

Can benchmarks determine whether a model caused poor output?

No. They provide comparative evidence, while the incident's prompts, data and application behavior also matter.

Should I include examples of the output?

Include relevant, non-sensitive descriptions of the quality issue and task in the incident context.

When this happens · Trigger

Do this · Action

Supported Triggers and Actions

Notis builds workflows that link incident.io to Artificial Analysis. A trigger fires from one place; an action lands in another.

incident.io triggers

Artificial Analysis actions

Recurring trigger

Notis starts this workflow on a schedule, such as daily, weekly, or during business hours.

TriggerScheduled

Search models

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

ActionInstant

Webhook trigger

Notis starts this workflow when an external tool or custom backend sends an HTTP request.

TriggerInstant

Get model providers

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

ActionInstant

Get model detail

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

ActionInstant

Get hardware benchmarks

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

ActionInstant

Get cost per task

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

ActionInstant

Get model cost per task

Compare and rank LLM models and providers across performance benchmarks, then dive into detailed specifications for any model to find the best fit for your needs. Discover performance metrics for specialized AI systems handling speech, images, and video, plus benchmark data for different hardware configurations.

ActionInstant

Connect any two apps with Notis in the middle.

incident.io and Artificial Analysis, or any other combination from 1,000+ integrations.

When this happens · Trigger

Do this · Action

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