The unstructured data enablement layer, and the four ways in
The public data, one model, read as pages or queried live
Real insights from noisy data.
Affogata turns unstructured data into insights you can build on. We filter out spam, bots and promo chatter, then correlate the real signal with your business metrics: product, churn, revenue, even market movement.
Built for gaming, fintech, social and streaming platforms, political analysis, alternative data and beyond. Explore the insights across industries →
GDPR 
ISO 27001 
ISO 27701 
ISO 42001 Microsoft SSPA CCPA{
"signal": "install_fail_ios_174",
"sentiment": -0.81,
"escalate": true
}Any industry, any unstructured data · open the live Insights model ↗
The unstructured data enablement layer driving business and innovation behind the world's leading brands
Built for your business.
Gaming is where we started. Today we cover any unstructured customer data, in any industry, and correlate it with your own data: product, churn, revenue, even stock movement.
Social & content platforms
“How are users and creators reacting to the new discovery experience?”
What people say about a feature launch, a policy change or the creator experience, across social, communities, reviews and support.
users · creators split
Commerce & marketplaces
“What is behind the complaints about checkout and returns this month?”
Discovery, delivery, checkout and returns, read from reviews, social and support, tied to the release or campaign behind the change.
release_impact per version
Fintech & payments
“What is driving complaints about verification, transfers or fees?”
Trust is the product. Deposits, withdrawals, fees and outages tracked across reviews, social and support, governed for regulated environments.
pii_masking in the pipeline
Consumer apps & subscriptions
“How did customers react to the pricing change in the last release?”
Every release, store and market. Rating shifts tied to the exact feature or bug behind them, straight into your backlog.
release_impact per version
Game studios & publishers
“What changed in player feedback after the latest update?”
Where we started. Launch spikes, patch sentiment and community pulse, with sentiment trained on gamer lingo and competitors benchmarked beside you.
competitors benchmarked
Public affairs & alternative data
“Is this a real shift in opinion, or one loud burst from a few accounts?”
Public opinion on brands, policies and markets, with bots and coordinated noise filtered out, correlated with business and market data.
correlation to your metrics
Signal over noise
Social networks sell attention. We deliver what's real.
Feeds reward what spreads, not what's true. Bots, coordinated spikes, ads, engagement bait and a growing wave of AI-generated posts get louder every year. Affogata filters that out, keeps adding new noise patterns as they appear, and keeps what holds up across channels, authors and time. So you see what people actually think, and can test it against what they do next.
01
Raw signal
40+ public and connected sources, most of them built to maximize engagement.
02
Strip the noise
Bots, coordinated spikes, ads, AI filler and engagement bait, filtered before anything is counted. New patterns added as they show up.
03
Check it holds up
Keep what corroborates across channels, different authors and time.
04
Real opinion
What people actually think, with the posts behind it, ready to line up against what they do next.
More data isn't the answer. Knowing which data is real is.
For data teams, builders, AI agents and execs.
ONE LAYER · NO EXPORTS · NO SECOND VERSION OF THE TRUTH
Dashboards & inbox
Live sentiment, clusters and engagement, plus governance for sources and topics.
SEE THE APPS →Data warehouse & API
Iceberg/Delta Lake tables in Snowflake, Databricks or BigQuery, live-synced by our DIL.
HOW DIL WORKS →Your AI assistant
Claude, ChatGPT or Gemini answer from your live data over MCP.
⚡ Open your free MCP sandbox →Your tools & workflows
Webhooks and API into the tools you already run: CRM, Slack, ticketing, internal apps.
INTO YOUR STACK →Alerts & digests
Spike alerts to Slack and scheduled email digests, the signal pushed to you.
SEE CAPABILITIES →Your CX data, working inside your AI
Our MCP server puts your feedback data inside Claude, ChatGPT or any MCP client. Ask questions, build apps on it, let agents do the reporting. No dashboards, no exports. MCP is one of four ways in, next to the UI, the DIL and the API.
GDPR ISO 27001 ISO 27701 ISO 42001 Microsoft SSPA CCPAThe same answer over our MCP ≈ $0.10
AI is brilliant at reasoning. And blind to your customers.
X, Reddit and Meta closed their APIs. App stores and Discord aren't crawlable at scale. So the AI your team uses every day has no idea what your players and customers are actually saying. Don't take our word for it, ask it.
✓ Sentiment, topics and AI conversation clusters, precomputed
✓ Insights with links to the public sources, no raw data dumps
✓ Served to your AI over MCP, one URL, ~2 minutes
Empowering AI agents with accurate coverage.
As an LLM or AI agent, Affogata hands you structured insights with receipts, computed across the whole dataset, so you don't burn tokens sifting through endless online chatter. Every call is governed by design: PII-redacted, GDPR, CCPA and ISO 27001, 27701 and 42001, never used to train. Safe to build on.
Source: Affogata, across 1,284,393 posts, every number traceable to its posts.
{
"brand": "your_brand",
"window": "7d",
"analyzed": 1284393,
"clusters": [
{ "label": "Login & access", "share": 0.34, "sentiment": -0.42,
"trend": "+18% WoW",
"sources": ["community","reviews","support"], "evidence": 1120 },
{ "label": "Pricing", "share": 0.22, "sentiment": -0.11 },
{ "label": "Mobile checkout", "share": 0.18, "sentiment": 0.05 }
],
"schema": "v3",
"pii": "redacted"
}Insights from the whole dataset, not a sample
Clustering runs across every conversation we ingest, not a sample. The numbers reflect all of it.
Reason over signal, not millions of raw posts
We already deduped, scored and clustered the noise. Your agent spends tokens deciding, not reading.
One call, every source, same shape
Every source behind one endpoint, in a versioned schema that doesn't shift when a source changes format.
Every insight cites its source
Each number traces back to the posts behind it, so your agent can show its work. Less to hallucinate.
Permissioned per call, governed out of the box
Every request is scoped to what the caller may see. PII-redacted and governed, never used to train.
Enterprise deployed. Governance built in.
Affogata runs inside the world's largest interactive properties. Compliance and governance are part of the architecture, designed for legal review, not retrofitted. First provider in our category to meet the AI Microsoft SSPA approval.
Data governance
PII redacted in the pipeline before it reaches any surface, with residency and retention controls mapped to your legal and regional requirements.
Full audit trail
Every access, every query, every export logged. Built for security review and procurement.
Governed AI, never trained on your data
Versioned, evaluated model stack with BYO models supported. Your data stays yours and never feeds a shared or foundation model.
GDPR ISO 27001 ISO 27701 ISO 42001 Microsoft SSPA CCPASet up a demo and see your brand, live.
One short session on your own brand's customer voice. 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
Or email info@affogata.com, we answer fast.