Find out what people are really saying.

Ask your Instagram corpus a question and see the exact posts behind every answer.

@solar_naijaAug 2 · carousel
Installed a 5kVA hybrid solar inverter for a family in Ikeja today. Diesel spend dropped from ₦90,000 to almost zero this month. Renewable energy is no longer a luxury, it is the cheaper option.

#solarenergy#renewableenergy#lagos#offgrid#cleantech

  • TopicRenewable energy & off-grid supply
  • Mood+0.40
  • Entities9 marked in the caption
  • Hashtags5 tagged

Structured from raw posts

Every caption is kept as a source text. Entities are marked where they appear, and engagement, topic and mood are recorded alongside — nothing is reduced to a score alone.

Author
@solar_naija
Posted
2 Aug 2026 · Ikeja, Lagos · carousel
Caption
Installed a solar inverter for a family in Ikeja…
Hashtags
#solarenergy #renewableenergy #lagos
Engagement
12,400 likes · 318 comments · 2,100 saves
Topic
Renewable energy & off-grid supply (p=0.77)
Mood
+0.40

Topics and mood you can click through

Topics line up as ledger bars with a mood tick. Click one and the posts behind it appear in the evidence panel.

Renewable energy & off-grid-0.12
Grid reliability & policy-0.31
Education & knowledge+0.22

Answers you can check

Each sentence in an answer carries a citation tab. Open it to read the supporting words in the original post.

Grounded in 6 posts

Households report the biggest savings from hybrid solar installs, while the policy response to grid failures is described as slow

Every claim links to the post it came from.

How it works

  1. 1

    Collect

    Instagram Graph API pulls, authorisation, anonymisation

  2. 2

    Enrich

    spaCy entities, BERTopic topics, RoBERTa sentiment

  3. 3

    Store

    vector search index, graph of accounts and ties

  4. 4

    Ask

    retrieval-augmented generation with citations

The demo corpus runs the same pipeline on 28 anonymised posts, so you can try the whole flow without connecting anything.

Questions people ask

Where do the posts come from?

The app starts with a demo corpus of 28 anonymised Instagram posts. You can import your own posts from a Business or Creator account through the official Instagram API on the My corpus page.

What do the highlights on captions mean?

Each mark is an entity the pipeline recognised: technology gets a solid highlight, locations a wavy underline, organisations an outline box and domains a dotted underline.

How are the answers kept honest?

The model only sees retrieved posts from your corpus and must cite the post behind every claim. Each citation opens the supporting post in the evidence panel, and when the corpus does not contain the answer, the model says so.

Do I need an account to use it?

No. Every page is open. Signing in is only used when you connect an external AI assistant through the app's data interface.

What can the numbers not tell me?

True reach and impressions are shared by Instagram only with the account owner. The app works with public engagement — likes, comments, saves and shares — and says so rather than guessing.

Ask your first question.

Open the workbench