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.
Built for your team and your AI agents.
Every ticket, review and post, with the noise out. One model, straight into your warehouse, next to your KPIs.
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 ↗
Any industry. Any unstructured data. Any business metric.
Yours: tickets, surveys, chats.
The world's: reviews, videos, communities.
Gaming is where we started. The Insights Model connects it all to your revenue, churn, sign-ups or even stock price, and shows what moves together.
Any unstructured data
ModelALCHEMY MODELBETA
Any business data
The unstructured data enablement layer driving business and innovation behind the world's leading brands
Signal over noise
Most data is noise. We deliver what's real.
Tickets, reviews, surveys, chats, calls and public posts all carry noise: bots, coordinated spikes, ads, spam, duplicates and a growing wave of AI-generated text, 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.
What happened. What led to what. What moved with it.
The Insights Model turns clusters into events on one timeline: what happened, what it led to, how loud it got and how people felt, with every event opening to the posts behind it. Then line them up with your own KPIs, like sign-ups, purchases and churn, to see what correlates.
The AI-native, fully compliant way to understand your customers.
The most accurate sentiment and topic analysis I’ve seen, across the five tools I evaluated.
Community lead, one of the world’s biggest games
Example data, not a customer. Drag to turn the view, tap a pillar to open its event.
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 →Your tools & workflows
Webhooks and API into the tools you already run: CRM, Slack, ticketing, internal apps.
INTO YOUR STACK →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.
Five questions, one chat, live on your data. Watch it answer, one question at a time:
- 1What were people talking about this month?
- 2What happened, step by step?
- 3Show me the posts behind it
- 4Group it into themes AI clusters
- 5What needs my attention? Insights Model
“Wow, that looks amazing! Affogata is research and findings, not just keywords and taxonomy, and the clusters are best in class.”
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 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-free, 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-free 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-free: personal data is removed 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 CCPASee what moves together.
Thirty minutes on your own brand: what happened, and what moved with it in your KPIs. Quick to set up, no commitment.
- Your own data as events on one timeline, with the posts behind them
- One layer: dashboard, AI, API and data warehouse
- Governed and compliant, never used to train AI
Or email info@affogata.com, we answer fast.