Quantitative Analytics on Unstructured Data

Siftree builds the semantic layer that transforms your queries into deterministic aggregations and insights on top of text, video, image, and audio.

Churn Risk8,412 docsPrice Objections4,930 docsOnboarding Friction3,204 docsTicket Escalation1,740 docsSizing Issues5,180 docsRefund Intent2,611 docsSentiment Neg6,277 docsDelayed Support2,109 docs

Social Media

Support Tickets

Chatbots

Phone calls

Congressional

Business Filings

Podcasts

TV & Streaming

Structuring unstructured data should mean more than parsing PDFs

Structuring unstructured data should mean more than parsing PDFs

Most processes that convert unstructured data into structured data still output unstructured data; just in a tabular format.


Siftree goes beyond document parsing, extraction, and summarization to actually analyze and quantify what's buried inside. This creates trusted, governed, and permission views on top of what's actually inside your unstructured data.

Most processes that convert unstructured data into structured data still output unstructured data; just in a tabular format.


Siftree goes beyond document parsing, extraction, and summarization to actually analyze and quantify what's buried inside. This creates trusted, governed, and permission views on top of what's actually inside your unstructured data.

Social Media

Support Tickets

Chatbots

Phone calls

Congressional

Business Filings

Podcasts

TV & Streaming

Social Media

Support Tickets

Chatbots

Phone calls

Congressional

Business Filings

Podcasts

TV & Streaming

Your unstructured data, finally structured

Turn anything into insights your team can actually use

Connect your sources. Siftree reads everything and builds ready-to-use views — no data team required.

Step 1

Any Source. Any Format.

Documents processed to date
800M
Step 2

Source in. Views out.

Your semantic layer, in one glance.

Input Sources
Input source 1
Input source 2
Input source 3
Input source 4
Input source 5
Semantic Layer
Siftree
Understand
Organize
Govern
Outputgoverned views
Feature Requests
table view
Churn Signals
table view
Brand Sentiment
table view
Lineage and permissions built in
Step 3

Trusted by your whole team. Works with your tools.

📊
Siftree Platform
Search and explore your views in plain English
MCP Server
Let Claude, Cursor, or any AI agent query your views
🔗
API
Embed your views directly in your own product
Repeatable Outputs

Ask the same questions.
Get the same answers.

Without Siftree, AI answers from unstructured data are unverifiable and untrustworthy. Different runs, different answers. To avoid this, you need a governed ontology.

Siftree Platform
Claude
ChatGPT
Siftree Ontology
Sizing Issues
Churn Risk
Regulatory Threat
TikTok
Slack
PDFs
$ siftree query
SELECT cluster, doc_count
FROM siftree.ontology
WHERE concept = 'Churn Risk'
01

Consistent Insights

"Churn Risk" means exactly the same 2,341 documents whether you're in Siftree, Claude, or Slack. The ontology owns the vocabulary.

02

Auditable Lineage

Every insight traces back to the exact source with quantified citations. Every output has verifiable proof.

03

Guardrails for Agents

AI agents query a structured graph instead of scanning raw text. The output is only as wrong as the data going in.

The Data Layer

With structured
data, you can build anything.

You can stop paying for dashboards you didn't design, questions you can't change, and outputs you can't audit. Siftree is the trusted intelligence layer — any LLM you choose can do the rest.

The AI doesn't write the query. It queries a structured ontology.
Today — siloed tools & messy data
Siloed & locked up
TikTok
siloed
Congressional Hearings
siloed
Podcasts
siloed
Gong
siloed
YouTube
siloed
Slack
siloed
None of these talk to each other. Hard to extract. Zero unified view.
Messy data structures
Unstructured JSON
no schema
{"event":"click","ts":1734567890,"meta":{...}
Call transcripts — no schema
unstructured
[00:12] So yeah the pricing thing— [00:15] Uh-huh...
PDF filings — text soup
unstructured
Exhibit 99.1 Item 7. Management's Discussion...
Audio — no indexing
no schema
[binary / waveform only — no transcripts]
⚠️Without a structured layer, none of this is queryable. Not siloed — just illegible.

Everything is a data silo. Hard to extract, super messy structures — and no single place to ask a question.

01

The data layer, and the dashboard

Existing software sells you a fixed set of questions. Siftree sells you the infrastructure to ask any question, in any tool, in any format. Own your outputs.

02

The AI reads structure, not text

Don't make your LLMs guess. Have them query a structured, quantified system we built. Every cluster has a count. Every insight has a source.

03

One layer. No new silos.

Every vertical AI tool that keeps your data inside its walls is 2010 SaaS in a new outfit. Siftree ingests everything into one ontology. The silo is the interface. We sit below it.

Built for the questions that matter

Interactive Mindmaps

Break down a massive corpus in just a few seconds

Break down a massive corpus in just a few seconds

Transform video, image, audio, and text into a hierarchical map to explore your data from a "30k foot view". Essential for pre-campaign audits, M&A due diligence on a target brand, or competitive landscape mapping.

Content Mindmap
Content Mindmap
Content Mindmap
Content Mindmap

Topic Volatility

Surface high-momentum signals in real-time

Surface high-momentum signals in real-time

An unprecedented ability to spot patterns, trends, and emerging topics before they take off. Perfect for competitive intelligence, category trend detection, early warning systems for comms or policy teams.

Instant Reporting

Automate analytical tasks with AI agents

Execute complex tasks with AI agents

Execute complex tasks with AI agents

Orchestrate swarms of AI agents that are capable of completing rigorous, time-consuming, analytical tasks. Indispensable for board presentation prep, hypothesis testing before a major product launch, or crisis narrative investigation.

Instant Reporting
Instant Reporting
Instant Reporting
Topic Relationships
Topic Relationships

Relationship Graphs

Uncover hidden connections and relationships

Uncover hidden connections and relationships

Siftree automatically establishes digital relationships, visualizing the connections between people, topics, belief-systems, platforms, and more. Essential for public affairs strategy, understanding information contagion, finding audience overlaps for ads strategies, or identifying which voices are amplifying which narratives before they go mainstream.

Custom Perspectives

Tag data with custom AI models

Tag data with custom AI models

Create your own classifiers to tag data based on any criteria for deeper analyses — all in natural language, no coding required. Perfect for product teams identifying failure patterns by SKU, legal teams flagging liability language across contracts, and HR analyzing exit interview themes at scale.

Custom Perspectives
Custom Perspectives

Built for real decisions. Auditable by design.

Empirical

Businesses don't need another "chat bot" to give them anecdotes; they need mathematical certainty and the ability to turn thousands of hours of unstructured data into quantifiable telemetry.

Emergent

Organizations are currently blind to 90% of their data. You need a system that doesn't require a predefined schema and continously evolves to unlock it.

Traceable

True intelligence requires full traceability; a 1:1 citation that allows you to tie a metric directly back to the specific sentence in the raw data.

Accurate

Siftree goes beyond keywords, mapping the semantic relationships and momentum between ideas, people, and platforms before they become vertical spikes in the market.

Empirical

Businesses don't need another "chat bot" to give them anecdotes; they need mathematical certainty and the ability to turn thousands of hours of unstructured data into quantifiable telemetry.

Emergent

Organizations are currently blind to 90% of their data. You need a system that doesn't require a predefined schema and continously evolves to unlock it.

Traceable

True intelligence requires full traceability; a 1:1 citation that allows you to tie a metric directly back to the specific sentence in the raw data.

Accurate

Siftree goes beyond keywords, mapping the semantic relationships and momentum between ideas, people, and platforms before they become vertical spikes in the market.

Empirical

Businesses don't need another "chat bot" to give them anecdotes; they need mathematical certainty and the ability to turn thousands of hours of unstructured data into quantifiable telemetry.

Emergent

Organizations are currently blind to 90% of their data. You need a system that doesn't require a predefined schema and continously evolves to unlock it.

Traceable

True intelligence requires full traceability; a 1:1 citation that allows you to tie a metric directly back to the specific sentence in the raw data.

Accurate

Siftree goes beyond keywords, mapping the semantic relationships and momentum between ideas, people, and platforms before they become vertical spikes in the market.

Siftree vs. other options

Siftree

LLMs

BI Tools

Quantitative

Unstructured Data

Evolving Schema

1:1 Traceable

Automated Data Labeling

Zero-Code Interface

Bringing order to chaos.

Bringing order to chaos.

Connect messy, unstructured data and Siftree will automatically identify, label, and organize the key dimensions living inside your data.


With a live connection, Siftree will continuously update, creating an evolving understanding of the data that matters most to you.


We bring order to chaos, and quantify what no human can see.

Need a specific source? Let's talk about your needs.

Your trusted intelligence layer

Your trusted intelligence layer

Explore narratives, not mentions
Track perspectives, not keywords
See how something is emerging, not what happened
Map ideas & opinions, not channels