The Data Moat

Six layers of defensibility, compounding monthly.

The PYRAMYD Product Graph is the most comprehensive, structured, and continuously refreshed knowledge base of enterprise software ever assembled.

252K+ Products2.6K Categories2.5M+ Reviews88 Node Types
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The Six Layers

Volume. Velocity. Variety. Governance. Network effects. AI specialization.

Each layer reinforces the others. Together they form a moat that gets deeper every week — not narrower.

01

Volume

252,000+ enterprise software products mapped across 2,606 live categories with 2.5M+ aggregated reviews — the broadest structured enterprise-software graph in production.
02

Velocity

1,000+ signal sources refreshed continuously on a per-source cadence. Multi-tier ETL learns when a vendor releases vs. when a category shifts and adjusts refresh rates accordingly.
03

Variety

88 universal node types · 200+ pre-transformed connectors · 183 bi-directional connectors. Every entity typed; every relationship traversable.
04

Governance

SOC 2 Type 2 · ISO 27001 / 42001 · GDPR · CCPA · EU AI Act Article 50. Every signal carries provenance: source URL, retrieval timestamp, model + version, confidence.
05

Network Effects

Every customer's RFX responses, battle cards, and win/loss data privately enrich their tenant slice. Aggregated trends improve the public graph for everyone — without revealing any single customer's data.
06

AI Specialization

Inline embeddings on every node · HNSW indexes · Mastra Graph RAG · 4× multi-hop accuracy vs. vector RAG. Vertical AI no horizontal copilot can match.

Internal estimate: 12–24 months and $1–3M of focused engineering + data acquisition spend to replicate from scratch.

Live Today

What's actually in the graph, right now.

These aren't roadmap numbers. Every figure here is queryable on the platform today.

01

252,000+

Enterprise software products tracked across 2,606 categories

02

2.5M+

Aggregated software reviews from 200+ review sources

03

1,000+

Live signal sources, refreshed on per-source cadence

04

88

Universal node types across the entire graph schema

05

200+

Pre-transformed connectors, 183 bi-directional

06

3.08×

Live query speedup vs. baseline (2,519ms → 818ms)

88 Universal Node Types

Every entity in enterprise software, typed and connected.

The graph schema is the moat. Eight functional groups span vendor data, category taxonomy, signals, buyers, commercial flows, RFX assets, and workflow audit — and every edge between them is a query the graph can answer.

12types

Vendor & Product Core

Vendors · Products · Releases · Pricing · Plans

9types

Category & Taxonomy

Categories · Sub-categories · Industries · Job functions

14types

Capability & Feature

Capabilities · Features · Connectors · Compliance certs

17types

Signals & Evidence

Reviews · Funding · Hiring · Releases · Press · Awards

11types

Buyer & Market

Personas · Use cases · Segments · ICPs · Geographies

9types

Commercial & Account

Accounts · Opportunities · Renewals · Wins · Losses

8types

RFX Assets

RFPs · Questions · Approved answers · Battle cards

8types

Workflows & Audit

Workspaces · Workflows · Citations · Provenance · Logs

Every Signal Cited

Provenance is not optional.

Every node and every signal carries the metadata regulators want and the metadata sales leaders need: source, time, model, confidence, verification status.

Source URL

Every signal links back to the real source — a press release, a review, a vendor changelog, a regulatory filing.

Retrieval Timestamp

When the signal was captured. When it was last re-verified. When the source itself was updated.

Model + Version

Which model wrote the enrichment. Prompt version. Token count. Cost. Confidence score per field.

Verification Status

verified · needs_review · disputed. A 2-gate audit (completeness + content) before any row reaches APEX.

When a customer asks "where did this come from?" they have a defensible, regulator-ready answer.

See the graph live in your category.

In 30 minutes we'll pull live data for your top 5 competitors, walk the graph, and show APEX answer a multi-hop question with every citation traceable to source.