The platform

How the layer works, end to end.

From a raw customer conversation to a governed, structured stream that your dashboards, your data warehouse, your AI and your tools all read the same way. Here is each layer of the CX Data Enablement Layer, and what it does for you.

From raw chatter to AI-ready

Follow your data through the layer

Every place your customers talk, in. One governed engine in the middle. Out, in whichever shape your team consumes.

Sources · 47 connected channels

Communities & forums

Public discussion boards,
community platforms and forums

App stores & reviews

Mobile app stores and
public review sites

Social channels

Major social and
short-video platforms

Surveys & feedback

Survey tools and
direct feedback forms

Support & tickets

Helpdesk, ticketing
and inbound support

The Enablement Engine

Unstructured chaos in. Structured insight out.

Cleaned, deduplicated, PII-redacted, sentiment-scored, clustered. One compliance model over everything.

Insights out, structured and ready
Sentiment · 30 days
+12%positive shift
Top clusters this week
Login & access34%
Pricing22%
Mobile checkout18%
Churn risk · flagged
23accounts at risk
HighWatchHealthy
Three ways to consume · the same numbers everywhere
For every team

Dashboard & inbox

Live sentiment, clusters and engagement in the Affogata UI. Zero setup.

SEE THE APPS →
For data teams

Data warehouse via DIL / API

Live Iceberg/Delta Lake tables in Snowflake, Databricks or BigQuery, live-synced by our Data Integration Layer (DIL). Zero code, BI-ready.

HOW DIL WORKS →
For AI · no website needed

MCP → your AI assistant

Claude, ChatGPT or Gemini answer from your live data. Ask in plain language.

TRY IT IN THE SANDBOX →
The shift

Vertical apps are a feature. The platform is the product.

Every "social listening" or "player insights" tool is a frozen opinion about what you need. Affogata gives you the structured conversational data underneath, so your team builds the view that actually fits, and changes it the moment the question changes.

ENABLE / AI

Ready for agents

Structured, governed, queryable over MCP. Point an LLM at it and ship an internal agent the same day, no pipeline to build.

MCPretrievaleval-ready
ENABLE / BI

Ready for analysts

Lands in your data warehouse in a stable schema. Model it in dbt, chart it in Looker, join it to revenue. It's just your data now.

SnowflakeBigQuerydbt
ENABLE / TOOLS

Ready for builders

API and webhooks into the tools you already run, CRM, Slack, ticketing, internal apps. Your workflow, not ours.

APIwebhooksSlack
What we bring

The heavy lifting, already done.

Everything below the workflow is ours to run, so your team starts at the insight, not the plumbing.

ACCESS

To any API and source

One connection to every channel, social, communities, reviews, app stores, support, regional sources. We maintain the integrations so you never chase an API again.

COMPLIANCE & TOKEN MANAGEMENT

Efficiency and spend, handled

We do the analysis already for you. Your agents read structured results instead of burning tokens on raw feedback, governed, GDPR and CCPA ready, and predictable on cost.

TOOLS + INSIGHTS

Ready out of the box

Sentiment, topics, clusters, impact scoring, alerts. The model stack is built, evaluated and maintained, point your workflow at it and go.

CONSISTENCY · STANDARDIZATION · PROVENANCE

Same numbers, everywhere

One schema across every surface and every team. Every signal traceable back to its source, no drift between the dashboard, the data warehouse and the agent.

Architecture

Four layers. One contract.

The data your VP sees in the dashboard is the same data your analyst queries in the data warehouse, the same data your agent reads through the LLM. Same source, same structure, same model versions.

01 / INGEST

Every channel

Community, social, reviews, in-game telemetry, support. 47 sources, schemas normalized at the edge.

02 / GOVERN

Compliance-grade

PII redaction, data residency, retention, audit log. Designed for legal review, not retrofitted.

03 / STRUCTURE

Model stack

Sentiment, topics, entities, intent, impact. Versioned, evaluated, swappable. BYO models supported.

04 / DELIVER

However you consume

Dashboard for operators. LLM/MCP for agents. API for developers. Data warehouse sync for analysts. Streaming for live ops.

By team

The teams who own the customer, on one layer.

// LEADERSHIP

VP & C-level

The board-grade view of voice-of-customer. Same numbers in Snowflake as in the dashboard your CMO sees daily.

data_warehouse_sync native
audit_trail full
cross_brand built-in
// OPS

Support & community ops

Launch-day volume in one inbox. Triage, route, label, resolve, without your team flipping between community platforms, helpdesks and social at 2am.

sla_tracking realtime
autotriage ∞ rules
networks communities · reviews · social
// BRAND

Brand & social

The conversation shaping your brand, the moment it's shaping it. Languages, regions, networks, ranked by impact.

sentiment_freq hourly
crisis_latency < 60s
languages 120+
Customers

What teams using Affogata say

Affogata gives us one place to read player sentiment across every brand and every channel. Instead of pulling reports out of five tools, the whole org works off the same data. It is the layer our teams trust on launch day.

Insights Lead, top-5 global games publisher

We follow community signal across regions and platforms without losing the detail. When something spikes we can see within the hour where it started and why. It changed how fast we react.

Community Manager, leading global game studio

Every release we watch sentiment by source and let it shape what we fix first. The data is structured the same way each time, so we compare across launches with confidence.

Player Experience Lead, AAA console franchise

Affogata keeps our finger on the pulse across titles, and lets us go deep on a single topic in minutes. It backs up what we feel with numbers we can actually share with the team.

Community & Insights Lead, top mobile games studio

In a regulated environment, having governed, compliant customer data we can act on really matters. Affogata gives us product and trust signals from real users in one stream.

Customer Experience Lead, global fintech trading platform

Book a demo

Set up a demo and see your brand, live.

In one short session we'll show you your brand's real customer voice, and how your team would use it day to day. Quick to set up, no commitment.

  • See your own brand's customer voice, live
  • One layer: dashboard, AI, API and data warehouse
  • Governed and compliant, never used to train AI

See your brand live

Tell us where to reach you and we'll run a short session with you.

    Or email info@affogata.com, we answer fast.

    ⚡ Try on sandbox data Book a demo on your own data