DEMO ENVIRONMENT · sample data for “Northwind Global” · restart tour
Dana Whitfield

AIDE Index

Real-time AI maturity score

The live AIDE Index across all three dimensions and six pillars, computed from internal + open-source data — every number anchored to when the evidence was created. Use the date-range presets and scrub the trend to see how each has moved.

64.3/ 100
AIDE Index · liveAdvancingBuilder
Coverage 100% · 22750 docsConfidence 90%as of 2d ago

From 7 live sources: Slack, Gmail, Google Drive, GitHub, HubSpot, Google Workspace, Open Source Intelligence.

Three dimensions fan into six pillars

Leadership71.574/ 100AI Literacy69/ 100AI AdvocacyCompany65.560/ 100AI Orientation71/ 100AI ImplementationWorkforce56.057/ 100AI Team Literacy55/ 100AI Team Adoption
Leadership · trend72
▲ +23 since Aug 25
Company · trend66
▲ +20.5 since Aug 25
Workforce · trend56
▲ +26.5 since Aug 25
AI Literacy74
▲ +24 since Aug 25
AI Advocacy69
▲ +22 since Aug 25
AI Orientation60
▲ +18 since Aug 25
AI Implementation71
▲ +23 since Aug 25
AI Team Literacy57
▲ +26 since Aug 25
AI Team Adoption55
▲ +27 since Aug 25

Each box shows that dimension’s / pillar’s own trend over the full history.

How each pillar is measured · methodology & terminology

Scoring is AI inference, not keyword matching: a language model reads the full text of every document and judges which of these channels it genuinely supports — with a confidence and a rationale that quotes the evidence. The data sources show where each pillar’s evidence comes from. The example cues below are illustrative signals (and the deterministic fallback used only if the model is unavailable) — a transparency guide to what each channel captures, not the method itself.

AI Literacy
Data sources:GmailGoogle DriveOpen-Source IntelligenceSlack
Individual Fluency
e.g. “prompt” · “prompting” · “chatgpt” · “claude” · “copilot” · “used ai” · “using ai” · “asked ai” · “ai helped” · “i used” · “generated with” · “vibe coding” · “tried ai”
Upskilling
e.g. “ai course” · “ai training” · “learning ai” · “certification” · “tutorial” · “workshop” · “upskill” · “how to use” · “getting started with ai” · “ai literacy”
AI Advocacy
Data sources:GmailGoogle DriveOpen-Source IntelligenceSlack
External Voice
e.g. “posted about” · “wrote about ai” · “spoke at” · “webinar” · “keynote” · “thought leadership” · “linkedin post” · “published” · “on a panel” · “podcast”
Internal Evangelism
e.g. “you should try” · “everyone should” · “we should use ai” · “champion” · “evangeliz” · “rolling out ai” · “encourage the team” · “pushing ai” · “ai-first”
AI Orientation
Data sources:GmailGoogle DriveHubSpotNotionOpen-Source IntelligenceSlack
External/Internal Comms
e.g. “all-hands” · “all hands” · “announce” · “announcement” · “newsletter” · “memo” · “town hall” · “internal comms”
Hiring
e.g. “hiring” · “job ad” · “job posting” · “candidate” · “recruit” · “headcount” · “requisition” · “interview loop” · “open role”
Investor Planning
e.g. “investor” · “board deck” · “board meeting” · “fundrais” · “pitch” · “okr” · “runway” · “series a” · “series b” · “cap table” · “arr”
Partnerships
e.g. “partnership” · “partner with” · “integration with” · “vendor contract” · “alliance” · “acquisition” · “reseller”
Strategy Exec
e.g. “strategy” · “roadmap” · “vision” · “prioritization” · “prioritize” · “quarterly plan” · “objective” · “north star”
Workforce R&D
e.g. “enablement” · “upskill” · “training program” · “r&d” · “research team” · “literacy program” · “certification”
AI Implementation
Data sources:GitHubGmailGoogle DriveLinearNotionOpen-Source IntelligenceSlack
Ai Ip R&D
e.g. “fine-tune” · “fine tuning” · “embedding” · “eval harness” · “rag” · “sdk” · “inference” · “model integration” · “ml pipeline” · “proprietary model”
Governance
e.g. “policy” · “governance” · “compliance” · “security review” · “risk” · “soc2” · “soc 2” · “data governance” · “model risk” · “acceptable use”
Operations Process
e.g. “automation” · “automate” · “workflow” · “ops process” · “internal tool” · “agent” · “pipeline” · “back office”
Products Customer
e.g. “customer-facing” · “product launch” · “feature flag” · “release” · “shipped” · “customer feature”
Tech Stack
e.g. “tech stack” · “infrastructure” · “gpu” · “cloud provider” · “vector db” · “framework” · “claude” · “openai” · “gemini” · “aws” · “inference provider”
Website Product
e.g. “website” · “landing page” · “product surface” · “in-product” · “ui” · “frontend feature”
AI Team Literacy
Data sources:GmailSlack
Demonstrated Practice
e.g. “used claude” · “used chatgpt” · “used copilot” · “i prompted” · “we prompted” · “my prompt” · “the prompt i” · “asked the model” · “had ai” · “used ai to” · “generated with ai” · “ai-generated” · “ran it through” · “fed it to” · “output from” · “hallucinat” · “context window” · “system prompt” · “few-shot” · “fine-tuned” · “rag” · “embeddings” · “token” · “temperature” · “model picked” · “reviewed the ai” · “double-checked the ai” · “the model got” · “tried a few prompts” · “iterated on the prompt”
Enablement
e.g. “enablement” · “team training” · “onboarding” · “upskilling the team” · “lunch and learn” · “brown bag” · “internal training” · “ai workshop” · “team workshop” · “learning session” · “office hours” · “peer learning” · “knowledge sharing” · “best practices” · “team playbook” · “taught the team” · “showed the team” · “demoed to the team” · “walkthrough for the team” · “shared a guide” · “how-to for the team” · “group training” · “team certification” · “enable the team” · “train the team” · “show and tell”
Shared Skill
e.g. “the team knows” · “we all use” · “everyone uses” · “team is familiar” · “shared understanding” · “across the team” · “team-wide” · “collectively” · “whole team” · “we all know how” · “team is learning” · “our team uses” · “team has learned” · “team capability” · “team proficiency” · “team is comfortable with” · “team fluency” · “team got up to speed” · “ramped up on ai” · “team adopted” · “everyone on the team” · “team familiarity” · “team confidence with ai” · “team understands”
AI Team Adoption
Data sources:GitHubGmailHubSpotLinearSlack
Breadth · from usage telemetry
Embeddedness
e.g. “shared prompt” · “shared prompts” · “team agent” · “agents in” · “automation in” · “standard workflow” · “prompt library” · “woven into” · “part of our workflow” · “team uses” · “we use ai to” · “built an agent” · “our workflow” · “team relies on” · “baked into” · “default tool” · “everyone uses it for” · “integrated into our process”
Intensity · from usage telemetry
Penetration · from usage telemetry

Trend over time

Aug 25Jul 26 · inspecting Jul 26 (22750 documents · now)

▲ Enablement events: AI Literacy Week (Nov 25) · Upskilling Sprint (Feb 26) · Company AI Week (May 26)

Aug 25Jul 26
AIDE IndexLeadershipCompanyWorkforce

Next in the tour → Competitors.