CUSTOMER INTELLIGENCE AI HARNESS

Every voice. Every signal. One intelligence.

InsightNarrator is the AI harness that captures customer feedback from every source and analyzes it with governed AI agents.   It turns the results into decisions your teams can act on - all in one model-agnostic platform with 100% European data sovereignty.

AGENT_ORCHESTRATOR_AI_ALPHALive on Qualtrics data
Ingesting agent54%
  • Scanning 36,000 customer responsesActive
  • Grounding every claim in source dataQueued

> VOC import stabilized across 4 sources

> Risk theme: onboarding friction +23% WoW

> Revenue exposure cluster isolated

> Executive brief grounded and ready

EU & Switzerland Data Sovereignty·43 Analysis Types·Model-Agnostic·41 Data Sources (25 Survey/Cx Platforms + 30 Review connectors)·14-day free trial

The problem

Customer feedback is everywhere. Insight is nowhere.

Surveys are trapped in Medallia and Qualtrics. Reviews scatter across Trustpilot, Google, Amazon, TikTok. Support tickets pile up in Zendesk. Social mentions flash by and disappear.

Your team spends days manually coding verbatims, building reports that are stale by the time they reach the people who can act on them. And when you do use AI to speed things up, you get confident answers that nobody verified - analytics slop that looks right until it isn't.

QualtricsMedalliaSurveyMonkeyTypeformMicrosoft FormsGoogle FormsJotFormFormstackSurveySparrowAlchemerLimeSurveyQuestionProSurvicateSmartSurveySnap SurveysSogolyticsSurvalyzeSurveyPlanetWufooZonka FeedbackGetFeedbackInMomentPolifishCrowdSignalsandsiv+Generic REST API
Amazon ReviewsGoogle MapsTripAdvisorTrustpilotApp StoreGoogle PlayFacebook ReviewsBooking.comAirbnb ReviewsEtsy ReviewsWalmart ReviewsAliExpress ReviewseBay ReviewsRedditYouTube CommentsTikTok Comments
InsightNarrator

The harness

Not another survey tool. Not a chatbot over your database.  The connective tissue between customer voice and business decisions.

InsightNarrator is a Customer Intelligence harness — model-agnostic by design, meaning you are never locked into one AI vendor. It sits between your feedback sources and your decision-makers, doing three things no single tool has combined before:

  1. 1Collecting feedback from 41 sources — survey platforms and review sites — into one governed dataset
  2. 2Analyzing it with a multi-agent pipeline that validates its own findings
  3. 3Delivering evidence-cited insights with confidence scores, not guesses
SCOTY Library
Ask natural-language questions across analyses, dashboards, and datasets — with full provenance.No sound. Loops automatically. Click video to enlarge.

How it works

From raw feedback to decisions your leadership trusts — in hours, not weeks.

Analyses In Action
From raw feedback to governed analysis — in a single pipeline.No sound. Loops automatically. Click video to enlarge.
  1. 01

    Capture every signal

    Connect the platforms you already use — Medallia, Qualtrics, Trustpilot, Google Reviews, Amazon, TikTok, and 35 more — and bring in support exports and call transcripts (CSV/API). Upload CSVs or pull from APIs. Every piece of feedback is normalized into one governed dataset with automated quality checks before any analysis touches it.

  2. 02

    Analyze with governed AI

    Run 43 analysis types — from sentiment and theme extraction to aspect-based sentiment analysis and complaint-risk scoring. Scoty, your AI agent, explores the dataset and recommends the right analyses. A multi-agent pipeline runs them in parallel, and a QA agent challenges the findings before they reach you.

  3. 03

    Turn insight into action

    Every result lands in a shared Library with evidence, confidence scores, and source citations. Build dashboards in minutes, create narrative stories for stakeholders, ask follow-up questions conversationally, and share with your organization — all from the same workspace.

What's inside

One platform. Six capabilities. Zero disconnected tools.

Capture

Connect the VOC platforms you already use.

  • 25 survey platform connectors (Medallia, Qualtrics, SurveyMonkey, Typeform, InMoment, Google Forms, Microsoft Forms, and 18 more)
  • 30+ review and social sources (Trustpilot, Google Maps, Amazon, TikTok, TripAdvisor, Booking.com, Airbnb, Reddit, YouTube, and many more)
  • File, API, and database ingestion with automatic normalization
  • Scheduled sync — analysis always runs on the latest feedback

Analyze

Run intelligent analysis at scale.

  • 43 predefined analysis types organized by business question
  • Multi-agent pipeline: Data → Domain → Sentiment → Themes → Trends → Segments → Risk → Synthesis → QA
  • Aspect-Based Sentiment Analysis (ABSA) and Complaint-Risk (C-Risk) scoring
  • Parallel execution with real-time progress tracking

Understand

Turn results into shared insight.

  • Persistent Library: every analysis result saved, tagged, searchable
  • Interactive dashboards with charts, KPIs, tables, and text widgets
  • Narrative Stories that combine analysis, annotations, and commentary
  • Evidence-cited reports with confidence scores and exportable formats

Act

Move from insight to decision.

  • Ask questions about your datasets and saved analyses — conversationally
  • AI-generated recommendations and executive summaries
  • Templates to standardize context, tone, and output
  • Share via public links or embedded dashboards

Learn

Agents get smarter with every interaction.

  • Workspace memory: agents learn from each job and improve over time
  • Cross-job pattern recognition across analyses
  • Strategy learning that recommends the best analysis sequence for new datasets
  • Automatic tagging and fingerprinting of recurring themes

Scale

Built for teams and organizations.

  • Multi-tenant workspaces with personal and organization modes
  • Role-based access control: Owner, Admin, Member
  • Credit-based billing with transparent usage analytics
  • Public API with scoped keys for programmatic access
  • 100% European data sovereignty by design

Why InsightNarrator

What makes this different from "AI for customer feedback."

Governed, not guessed

Every analysis runs against a Knowledge Pack — your approved metrics, glossary, rules, and definitions. The AI doesn't invent what “detractor” means in your organization. It uses yours.

Validated, not self-certified

A dedicated QA agent challenges every finding before it reaches you. Each result carries a confidence score and provenance record — so you know exactly how much to trust it.

Model-agnostic, not locked in

Eight AI providers, one platform. Switch models per analysis type without changing your workflow. Your intelligence layer stays yours, no matter which vendor changes their pricing.

European, not American

100% European data sovereignty. Your customer feedback stays within European governance — data stays within Europe (EU + Switzerland). No US Cloud Act exposure. Compliance is architecture, not paperwork.

Agentic Analysis & Scoty
Scoty recommends the next analyses based on your dataset and workspace history.No sound. Loops automatically. Click video to enlarge.

Meet Scoty

Your AI agent for customer intelligence.

Scoty doesn't wait for instructions. It explores your datasets, suggests analyses to run, builds dashboards, creates reports, and answers your questions — in natural language, with full transparency.

When you ask "what's driving detractors this quarter?", Scoty consults your Knowledge Pack first, runs the right tools, and returns an answer tagged with its confidence and the exact queries it executed. If it had to guess, it says so.

  • Explores datasets and recommends the right analyses
  • Validates findings through a multi-agent QA pipeline
  • Answers questions about your data with provenance
  • Builds dashboards and stories automatically
  • Remembers what worked and improves with every job
See Scoty in action

Who it's for

Built for the people closest to the customer.

CX Teams

Managing NPS, CSAT, and churn programs across multiple regions. Stop drowning in verbatims — find the drivers that matter, wave after wave.

Explore use case

Product Managers

Prioritizing roadmap decisions from user feedback. Stop guessing what users want — see feature requests, pain points, and jobs-to-be-done backed by evidence.

Explore use case

Market Researchers

Analyzing open-ended survey responses at scale. Stop coding verbatims by hand — run 43 analysis types automatically and deliver richer reports, faster.

Explore use case

Support Leaders

Spotting complaint patterns and emerging risks. Stop reacting to individual tickets — see where churn is born with complaint-risk scoring by category and severity.

Explore use case

Agencies & Consultancies

Delivering VOC/CX projects to clients. Stop trading margin for hours — automate the analysis step, keep personalization, scale across clients.

Explore use case

Proof

Built for scale. Trusted for substance.

55

Data sources (25 survey + 30 review)

43

Pre-built analysis types

9

Specialized AI agents per pipeline

576+

Supported AI models

100%

European data sovereignty

0

Vendor lock-in clauses

European data sovereignty

Your customer data. European law. No exceptions.

InsightNarrator is built and hosted in Europe. Your customer feedback — the rawest, most sensitive signal your organization owns — stays within European governance — data stays within Europe (EU + Switzerland) — from ingestion to analysis to storage.

No US Cloud Act exposure. No ambiguity about where your data lives. Compliance isn't a feature we bolted on. It's how we're built.

EU-hosted infrastructureGDPR-compliant by architectureFull audit trail
Read the data sovereignty brief

Stop collecting feedback you don't have time to analyze.

Connect your data. Run your first analysis. See what governed agentic analytics actually looks like — in 15 minutes.

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