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Identrics
API Framework

Topic EngagementEngagement API by Identrics

Measure attention and engagement around the topics that matter to you.

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Use it standalone, or compose it with any other Kaspian enrichment - sentiment, NER, topics, summarisation, and more - in a single pipeline.
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What the API Does

A single API endpoint, production-ready.

The Topic Engagement API measures how much attention a topic is actually getting - across coverage, shares, comments and reach - so you can separate noisy buzz from real audience interest.

Use it to weight your monitoring, prioritise editorial coverage, and justify communications and marketing decisions with engagement data tied to specific topics or narratives.

Common use cases:

  • 01Rank topics by genuine audience engagement, not just publication volume.
  • 02Benchmark your share of conversation against competitors and adjacent narratives.
  • 03Inform editorial and content strategy with engagement signals around emerging topics.
  • 04Detect engagement spikes early so PR, media and policy teams can respond in time.
API Capabilities

What you get out of the Engagement endpoint.

Built and maintained by the Identrics applied AI team. Trained on human-in-the-loop data, benchmarked continuously, and shipped to you as a single, well-documented API.

01

Engagement scoring

Combine volume, reach and interaction signals into a single comparable score per topic.

02

Trend detection

Identify topics with abnormal growth or sudden spikes that warrant attention.

03

Cross-topic comparison

Benchmark topics against each other and against historical baselines.

04

Pipeline-ready output

Structured scores and time series that drop straight into dashboards, alerts and reports.

How the API Works

From request to enriched response.

  1. 01

    Define your topics

    Reuse existing taxonomies, topic models or supply your own set of topics to monitor.

  2. 02

    Pipe content & signals

    The API ingests content together with available engagement signals across channels.

  3. 03

    Receive engagement scores

    Get topic-level engagement scores, trends and ranked attention metrics ready to consume.

Combine With

Use it alone. Or stack it with the rest of Kaspian.

Every Kaspian enrichment ships as its own API, and they all share a common contract - so you can call Engagement on its own today, or chain it with any of the others tomorrow to build a richer pipeline. No extra integration work.

Engagement API

Ready to plug Engagement into your stack? Tell us the job; we'll spin up a standalone or composed deployment.

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