Platform

From raw public chatter to a briefing your team can defend

An Advanced AI Enabled intelligence console that tracks the entities you care about, clusters the conversation into risk-graded narratives, and reads sentiment, evidence, and sources so your team sees what matters first.

4

Source families: news, X, YouTube, web

AI-first

Classification, not keyword rules

Risk-graded

Narratives, not raw feeds

Audited

High-confidence applies logged

Entities and narratives

One canvas for who, what, and where it spread

Track the public identities you watch, and let mentions cluster into risk-graded narratives with spread, velocity, and public image risk. The console shows the entity, the story, the evidence, and the sources together.

  • Risk-graded narrative clusters, not keyword feeds
  • Entity profile with stance and public image risk
  • Spread and velocity context on every story
Risk-gradednarratives
app.nitisetu - narrative detail Live
PFPublic figure Illustrative

X

248k

IG

132k

YT

96k

StancePositive
Public image riskMedium
Narrative timeline14 days
Spike +540%Cross-platform4 sources

Evidence

NewsRegional daily covers timelineStrong
XThread velocity above baselineWeak
WebTwo outlets, one sourceCorroborating
Evidence caveat: thinly sourced, not yet a high-confidence narrative.
Stored items 7dGoogle News443X / Twitter427Web / Firecrawl118YouTube57

Sentiment, evidence, and sources

Read perception, weigh evidence, know the sources

Sentiment and stance are AI-first and tracked over time, not single snapshots. Evidence is weighted by source strength and independence, and thin narratives carry honest caveats so a weak snippet never reads as fact.

  • AI-first sentiment and stance with platform splits
  • Evidence weighting with strong vs weak sources
  • Source coverage and independence at a glance
AI-firstclassification
Track

Watch the public figures and pages you cannot miss

Public figureParty pageSpokespersonBrand handleRegional desk
Detect

Catch narrative spikes as they form

Compare

See which sources drive coverage

News
X / Twitter
Web
Review

Weigh evidence quality before you act

Primary claimStrong
Reaction threadWeak
Brief

Turn it into a Kedar AI Prediction report draft for human review

Executive summary

Risk and spread

Response options

Reports and operations

Briefings to act on, with provider transparency

Kedar AI Prediction drafts shareable report briefings for human review, and Super Admins get full Operations visibility into provider activity, budgets, and Official X usage so nothing runs away unseen.

  • Kedar AI Prediction report drafts and safe Excel exports
  • Provider activity, returned vs stored items, and budgets
  • Firecrawl-first; Official X reserved and visible by reason
Auditedhigh-confidence applies
NIntelligence console
Live
PFPublic figureIllustrative view
MixedRisk high
Narrative spike - 14d18,420 mentions

Source coverage

News
X / Twitter
Web / Firecrawl
Cross-platform spread

Advanced AI Enabled

An AI-first pipeline, held under human review

Classification is AI-first across sentiment, stance, and narrative grouping. Deterministic logic is only a hint; the AI read is the source of truth, weighed against evidence and reviewed before use.

Ingest

Public signals in

NewsXWebVideo

Classify

AI reads the meaning

SentimentStanceNarrative

Weigh

Evidence weighting

StrongThinCaveats

Draft

Kedar AI Prediction report draft

RiskSpreadOptions

Review

Human sign-off

ReviewedFinalized

Capabilities

The modules behind every briefing

Entity tracking

Watch public figures, parties, brands, and pages on a safe, scheduled cadence.

Narrative monitoring

Mentions cluster into risk-graded stories with spread and velocity, not noise.

Sentiment and stance

AI-first positive, neutral, negative, and mixed reads over time, with platform splits.

Evidence caveats

Sources are weighted; thin narratives are flagged before they are treated as fact.

Source coverage

See which outlets, accounts, and platforms drive perception, and how independent they are.

Reports

Kedar AI Prediction report drafts and safe Excel exports for human review and sign-off.

Operations visibility

Provider activity, budgets, and X usage are transparent to Super Admins.

AI-first classification

OpenRouter-backed analysis; deterministic logic is a hint, never the source of truth.

Provider strategy

Firecrawl-first public discovery; official X reserved for rare structured context.

How it compares

Narrative-aware, evidence-backed, source-aware

Generic listening dashboards count mentions. The Nitisetu platform reads narratives, weighs evidence, and stays transparent about its sources.

CapabilityNitisetuGeneric social listeningBasic sentiment tools
AI-first narrative clustering
Sentiment and stance over timePartialSnapshot
Evidence quality and caveats
Source independence viewPartial
Report drafts for review
Operations and budget transparency

Category comparison for orientation. No competitor is named.

FAQ

Platform questions

What sources does the platform use?

Official news and platform APIs as structured sources, plus Firecrawl-first public web discovery. The official X API is reserved for rare, high-value structured context. No private scraping.

Is the sentiment keyword-based?

No. Sentiment, stance, tone, and narrative grouping are AI-first. Deterministic keyword logic is only a non-authoritative hint and is never the source of truth on graphs.

How are weak or thin narratives handled?

Evidence is weighted by source strength and independence. Thinly sourced narratives are flagged with caveats so they are not treated as high-confidence facts.

Request access to Nitisetu.

Invite-only. Your Super Admin creates and manages workspace accounts.