Knowledge engine

The engine that makes
your AI actually work

Step Zero reads your files and systems, maps the people, processes, and facts inside them, and builds a connected knowledge layer that powers every AI tool on top.

AI without context
is just guessing

Most AI tools treat your company data like a pile of text to search through. They find words, not meaning.

Scattered knowledge

Your data lives in dozens of disconnected systems. Documents, spreadsheets, emails, chat, CRMs — none of them know about each other.

Surface-level understanding

Search finds text matches. It can't tell that "Jane Park", "J. Park", and "the CFO" are the same person, or connect a product in an email to the one in your roadmap.

Fragile AI

RAG on unstructured data produces answers that sound confident but aren't grounded. No source chain. No confidence scores. No way to know what's real.

"Data systems see the world as rows and columns. A knowledge graph sees it as connections."

Your files go in.
A knowledge graph comes out.

Step Zero ingests your business data — documents, spreadsheets, emails, chat, databases, recordings — and discovers the entities, relationships, and structure inside it.

No predefined schema. No manual tagging. No configuration. The entities, relationships, and document types emerge from your data through AI-powered extraction and clustering.

The ontology isn't an input — it's an output.

Six phases.
Zero configuration.

Every step is automated. Every decision is auditable. The system requires no schema, no seed data, and no domain expertise.

01

Connect your data

Point Step Zero at your data sources. Documents, spreadsheets, emails, chat logs, databases, CRM records, recordings — any format, any system. Modality-specific adapters handle the rest.

Word PDF Excel Email Slack CRM +more
02

Normalize and chunk

Every file type is parsed through modality-specific adapters into a common representation. Adaptive chunking splits content at meaningful boundaries — headings, topics, tables — preserving context and coherence.

03

Extract entities and relationships

AI reads every chunk and identifies the entities and relationships inside it — people, products, processes, events, organizations. The extraction is deliberately open-ended: no predefined ontology constrains what gets found.

04

Resolve and deduplicate

Duplicate mentions collapse. "Jane Park", "J. Park", and "the CFO" merge into one canonical entity. Entity types, relationship types, and document categories cluster and refine through AI-powered resolution — embedding similarity, contextual signals, and LLM validation working together.

05

Structure the graph

A coherent knowledge graph crystallizes. Extraction schemas emerge per document type. Targeted re-extraction fills gaps. The ontology — entity types, relationship types, document categories — is an output of the process, not an input.

06

Serve your AI tools

The graph powers any downstream application — assistants, automations, chatbots, search, analytics. Incremental updates keep it current as new data arrives. No full re-processing. No downtime.

A living map of everything
your company knows

Not a static database. Not a document store. A connected, queryable representation of your entire business — people, products, processes, and the relationships between them.

Built different.

Not just another RAG pipeline. A fundamentally different approach to making AI understand your business.

Zero configuration

No predefined schema. No seed data. No domain knowledge required. Point it at your files and the structure emerges. The ontology is discovered, not designed.

Bottom-up intelligence

Entity types, relationships, and document categories aren't defined up front — they're discovered through AI-powered extraction and clustering. Structure emerges from data, not templates.

Any scale

The same architecture handles a 20-document pilot and a million-document enterprise corpus. Adaptive parallelism, incremental processing, and resume from any failure point.

No vendor lock-in

Frontier LLMs for reasoning, specialized models for extraction, your choice of embedding provider and graph store. Swap any component without rebuilding.

One foundation.
Every AI tool.

The foundation is the hard part. Once it's built, every tool you add runs on the same knowledge layer — faster and cheaper each time.

Knowledge assistant

Ask anything about your business and get instant, source-cited answers. Every response traces back to specific documents with confidence scores.

Email automation

Automate customer communications with AI that actually understands your products, policies, and history. Not generic responses — grounded ones.

Customer chatbot

Deploy customer-facing AI that answers from your knowledge base. Accurate, confident, always current — with every answer traceable to its source.

And everything else

Custom agents, workflow automation, analytics, internal search — any application that needs to understand your business runs on the same foundation.

Every answer traces
back to a source

Confidence isn't a feeling. It's a number that propagates through every layer of the system.

Source-cited everything

Every entity, relationship, and answer traces back to specific document chunks. Confidence scores propagate from extraction through resolution to the final response.

Complete audit trail

Every merge, split, and classification decision is logged with the AI's reasoning. Full reproducibility. Know exactly why the system made every choice.

Permission-aware

Respects source-level access controls out of the box. Users and AI tools only surface information they're authorized to see. No leaking across permission boundaries.

AI Answer Confidence: 0.94
Entity Jane Park (CEO)
Chunk Para 3, Section 2
Document Q4-report.pdf

Any file. Any system.

Step Zero handles every format your business actually uses. Modality-specific adapters parse each one into a common representation.

Documents

Word, PDF, TXT, Markdown

Spreadsheets

Excel, CSV, Google Sheets

Emails

Any IMAP/SMTP provider

Chat & messages

Slack, Teams, Discord

Databases

CRM, ERP, custom SQL

Video & audio

Calls, recordings, meetings

Web pages

Public sites, intranets

API connections

REST, GraphQL, webhooks

And more

Custom formats, proprietary systems — if it has data, Step Zero can read it.

Build solid foundations

Ready to future-proof
for the AI era?

It starts with a 15-minute demo.