The Unstructured Data Platform

Your home to consolidate, store, transform, and analyze unstructured data.

Get Started

+20

Unstructured Data

Structured Analytics

Volume by theme

Sizing

5,180

Pricing

4,930

Onboarding

3,204

Refund

2,611

Support delay

2,109

Checkout

1,740

Theme	Docs	Trend
Pricing complaints	4,930	Up 12%
Sizing issues	5,180	Up 23%
Onboarding friction	3,204	Down 8%
Refund intent	2,611	Flat 0%

Personal Chats

File Storage

Point Solutions

Raw obj. storage

Unstructured data is siloed and underutilized

Every business needs to consolidate, store, and transform data into insights. While usually done in relational databases, businesses are increasingly requiring data without structure, incompatible with traditional methods.

Without a home, unstructured data is scattered across LLM Chats, File Storage, Point Solutions, Object Storage, or Operational systems.

Siftree gives unstructured data a home for analytics.

Learn More

The full stack for unstructured data.

01 Source of Truth

One home for every unstructured signal.

Tickets, videos, PDFs, transcripts, reviews, DMs - 80% of enterprise data lives outside the warehouse. Siftree consolidates, structures, and governs all of it in one place, so it is actually usable downstream.

Sarah M.

@sarahm

third order this month arrived late. five days no response from support.

142 likes38 RTs

@glowstack

PR haul day — faves tagged below

2.4M

obsessed with this new launch. the texture alone #grwm

@MrAnalyst

the cheaper dupe outperforms tbh

▲ 1.2K312 replies

#48201

Open

App crashes on photo upload

Reproducible on iOS 17.4 — logs attached...

r/skincareaddiction

anyone else breaking out from the reformulation?

switched 3 weeks ago and my skin is reacting badly

↑ 41287 comments

market_research_q2.pdf

Q2 category outlook

Premium DTC captured 38% share, up from 24% YoY...

p. 4 / 12

Marcus Liang

VP Product · 2d

Brand-led commerce just ate retail's lunch. The data is wild.

1,402 likes196 cmts

★★★★★

Crashes constantly now

Cart freezes since the latest update...

— sarah_42 · 2d ago

#cx-weekly-signal

Maya Chen

NPS dropped 14 pts WoW. mostly returning customers.

12 replies · Today

Sales call · 32:11

"...we'd renew today if you supported webhooks. that's the whole blocker..."

Inbox

From: jordan@acme.com

Re: Q3 partnership — restock?

Our community keeps asking when these are back...

G2

Verified · Mid-Market

★★★★★

Onboarding could be smoother

Took our team 3 weeks to integrate...

#community-feedback

luminoxToday

support saved me hours last night. genuinely impressed.

priyab.builds

threads · 4h

shipping took 11 days. the box was crushed. doing better, friends.

♡ 48762 replies

S
Operator Daily

Why DTC quietly won the brand war

The new playbook isn't about ads — it's about owning every touchpoint...

Casey K. · 6 min read

Unified table

sourcetypeingested_attaxonomy_tagcount

zendeskticket2026-05-20pricing2,841

tiktokvideo2026-05-20complaints1,204

slackthread2026-05-21churn488

gdrivepdf2026-05-21policy392

gongtranscript2026-05-22renewal267

redditpost2026-05-22pricing814

emailthread2026-05-23shipping109

xpost2026-05-23branding643

Unify

Stop bouncing between 12 tools to see what's happening. Siftree pulls every post, comment, review, DM, ticket, transcript, and document into one place — organized and ready to use.

FEATURES

↳Connect your existing tools in clicks — no engineering

↳Every format welcome — video, audio, text, PDF, image

↳Always-on sync; automatically refresh sources

↳Built for enterprise volume

02 Intelligence

A data science team, on demand.

Clustering, entity resolution, sentiment, custom classifiers, computer vision, audio transcription, document parsing, and more - every transformation a data scientist would build, available the moment your data lands.

One-Shot Reports

Coding agents create bespoke, interactive interfaces catered to your reporting needs and brand.

PROMPT

CHURN TREND

Clustering

Automatically group related moments, mentions, and topics into clusters.

Entity Recognition

Extract people, organizations, brands, products, and sentiment from every asset.

EXTRACTED ENTITIES

PERSON

Andrew YangJoe Rogan

ORG

Arrowhead

SENTIMENT

NegativeFrustration

And more

Every transformation a data scientist would build, ready the moment your data lands.

Sentiment

Positive / negative / neutral scoring

Custom Classifiers

Train on your own taxonomy

Computer Vision

Detect objects, brands, scenes

Audio Transcription

Speech-to-text at scale

Document Parsing

Tables, PDFs, invoices

+Custom

Add any model you want

03 Agents

Any agent. Anywhere. End to end.

Siftree runs end-to-end via MCP. Kick off pipelines from Claude or ChatGPT, embed it in your product, or run your own agents on top. The entire platform is agent-operable.

MCP-native

PROMPT

Pull every customer complaint about pricing from the last 90 days and cluster by theme.

WORKS WITH

Building pipeline · 7 steps · 4 sources

[ok]Connecting to TikTok

[ok]Connecting to Reddit

[ok]Ingested 4 sources

[ok]Parsed 1,204 docs and transcripts

[..]
Clustering 12,400 videos

[ ]Resolving entities

[ ]Generating Report

Use in Claude

Use in ChatGPT

+

Embed in your product

04 Marketplace

Every public dataset you have ever needed, with none of the scraping. Priced like a commodity.

Tap into a marketplace of public web data at the lowest price on the market. TikTok, Reddit, reviews, news, forums - at scale, without infrastructure, without compliance headaches.

Posts, replies, lists, and trends.

Every subreddit, post, and comment.

TikTok

Videos, captions, transcripts, comments.

YouTube

Videos, transcripts, comments, channels.

Instagram

Posts, reels, captions, comments.

Facebook

Public pages, groups, and post data.

Posts, articles, and company updates.

Discord

Public server messages and community signal.

Threads

Threads posts, replies, and reposts.

Twitch

Stream metadata, chat, and clips.

Bluesky

Posts, replies, and the firehose feed.

Substack

Newsletters, posts, and subscriber notes.

B2B software reviews and ratings.

Apple App Store

App reviews, ratings, and version history.

SEC EDGAR

10-Ks, 10-Qs, 8-Ks, and every filing type.

US Congress

Bills, votes, hearings, and member data.

Custom API

Wire any REST or GraphQL endpoint.

And more

The Siftree Platform

Everything you need for unstructured data intelligence

Unify your unstructured data, analytics, and AI

A single platform to ingest, process, and analyze text, video, image, and audio data at scale. Everything you need from ingestion to insight, unified under one roof.

Explore Platform

Siftree Platform

Cluster Engine

Group similar documents automatically

Classification

Categorize content with precision

Entity Extraction

Pull structured entities from text

Semantic Views

Queryable structured output

Marketplace

Pre-built models and pipelines

Governed Ontology

Controlled semantic structure

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.

Get Started

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.

Learn More

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.

Learn More

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.

Learn More

Accurate

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

Learn More

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.

Learn More

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.

Learn More

Accurate

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

Learn More

Siftree vs. other options

Siftree

LLMs

BI Tools

Quantitative

Unstructured Data

Evolving Schema

1:1 Traceable

Automated Data Labeling

Zero-Code Interface

Blog

Why Clustering Call Transcripts into Topics Fails

The Best Optimization Step for Unstructured Data Analytics

Why Clustering Call Transcripts into Topics Fails

The Unstructured Data Platform

Unstructured data is siloed and underutilized

The full stack for unstructured data.

One home for every unstructured signal.

Unify

A data science team, on demand.

Any agent. Anywhere. End to end.

Every public dataset you have ever needed, with none of the scraping. Priced like a commodity.

Everything you need for unstructured data intelligence

Unify your unstructured data, analytics, and AI

Ask the same questions.Get the same answers.

Consistent Insights

Auditable Lineage

Guardrails for Agents

Built for real decisions. Auditable by design.

Siftree vs. other options

Siftree

LLMs

BI Tools

Quantitative

Unstructured Data

Evolving Schema

1:1 Traceable

Automated Data Labeling

Zero-Code Interface

Blog

Ask the same questions.
Get the same answers.