A forested mountain ridge at sunset that resolves into a watching human eye
Signals and Integrations

Reads the market. Reads your organisation.

Market intelligence tells you what is possible. Your own operating data tells you what is actually happening. The gap between them is where the work is. Every recommendation grounded in evidence, every change measured against reality.

app.humanlayerlab.com/signals
Platform signals7 sources · versioned · cited
METR Time HorizonsMETRDoubling
Remote Labor IndexScale AI · CAIS23 domains
GDPvalOpenAIExpert-graded
TheAgentCompanyCarnegie MellonBy function
+ 3 more sources · every score traces to published evidence
Market signals7 named sources, live
Org signalsRead-only opt-in
Three categories of intelligence

Three categories. Three different questions.

Ingestion sources build the picture of the organisation, platform signals read the market, and org signals measure whether the change is landing.

What does this org look like?

Ingestion sources

Build and maintain the Human Layer Graph: structure, roles, tasks, tools, skills. The picture of how work is structured. You connect or upload them.

Who connects
You connect or upload
Scope
Your organisation
Cadence
Point-in-time or periodic
Feeds
The Human Layer Graph
Phase
Discovery
See what we ingest
What is happening in the market?

Platform signalsLive

External intelligence we run on our own. You connect nothing, and every engagement benefits. Seven named research sources are live in the platform today.

Who connects
We run it, nothing to connect
Scope
Every engagement benefits
Cadence
Continuous
Feeds
Anima's scoring and projections
Phase
All phases
Meet the seven sources
Is the change landing here?

Org signals

Read-only connections to your own operational tools, measuring movement over time. The pulse of the organisation, tracked continuously. The layer that proves Traction.

Who connects
You connect, opt-in
Scope
Your organisation only
Cadence
Continuous
Feeds
Traction measurement
Phase
Traction
See what we read

Ingestion captures the picture, the model of how work is structured. Org signals capture the pulse, tracked continuously. Same organisation, different job.

Platform signals · Live now

Seven named sources. One evidence layer.

The market layer is not an abstraction. Anima draws on seven named research sources, ingested, versioned and queryable inside the platform, so every automation score and capacity projection traces back to published evidence. You connect nothing. Every engagement benefits from day one.

01Anthropic Economic IndexAnthropic
What it tells AnimaHow AI is actually being used across the economy: automation versus augmentation, mapped to real occupational tasks.
GranularityTask-level
FreshnessVersion-pinned
02GDPvalOpenAI
What it tells AnimaExpert-graded model performance on real occupational tasks, across the sectors that drive GDP.
GranularityTask-level
FreshnessDataset + leaderboard
03WORKBankStanford University
What it tells AnimaWhat workers want automated versus what AI can deliver, across 844 real tasks. The desire and capability map.
GranularityTask-level
FreshnessVersion-pinned
04JobBenchOpen benchmark
What it tells AnimaHow models measure up against the real acceptance criteria of professional work, profession by profession.
GranularityTask-level
FreshnessDataset + leaderboard
05METR Time HorizonsMETR
What it tells AnimaThe length of task AI can complete autonomously, and how quickly that horizon is doubling.
GranularityTrajectory
FreshnessLiving leaderboard
06Remote Labor IndexScale AI · CAIS
What it tells AnimaThe share of real freelance work AI delivers end to end, across 23 categories of remote work.
GranularityCategory-level
FreshnessLiving leaderboard
07TheAgentCompanyCarnegie Mellon
What it tells AnimaHow AI agents hold up on realistic workplace tasks, function by function, including where and why they fail.
GranularityCategory-level
FreshnessLiving leaderboard

Every score carries its citations, so you can always trace the why. And every source can be switched off for your engagement, per source, at any time.

Ingestion sources

The picture of the organisation.

Everything that builds and maintains the Human Layer Graph: how work is structured, who does it, with what tools. Connect a system, upload an export, or work through a guided session. Every route lands in the same living model.

HRIS and people systemsStructure
Representative systemsWorkday, SAP SuccessFactors, Personio, HiBob, BambooHR
What it providesOrg structure, roles, people, reporting lines
AccessRead-only
File storesContext
Representative systemsGoogle Drive, SharePoint, Dropbox, Box
What it providesProcess docs, SOPs and role descriptions, in context
AccessRead in, write to nominated folders
Wikis and knowledge basesContext
Representative systemsNotion, Confluence
What it providesHow work is actually described and documented
AccessRead-only
Structured uploadsDirect input
Representative systemsCSV, spreadsheets, HRIS exports
What it providesRoles, tasks, tools and skills, straight into the Graph
AccessProvided by you
Surveys and guided sessionsDirect input
Representative systemsHLL-run instruments, facilitated with your teams
What it providesThe task-level detail no system records
AccessProvided by you
Org signals

The pulse, read where work happens.

Read-only connections to the tools your teams already run on, answering one question continuously: is the change landing? Every connection is opt-in, and none of them can write to your systems.

Dev and delivery toolingOrg signal
Representative systemsGitHub, GitLab, Jira, Linear
What it providesThroughput, cycle time, velocity
AccessRead-only
Work managementOrg signal
Representative systemsAsana, Monday, ClickUp, Trello
What it providesTask flow, completion and load across teams
AccessRead-only
AI platformsOrg signal
Representative systemsClaude, ChatGPT, Gemini, Copilot
What it providesActual usage and adoption, not the licence count
AccessRead-only
Comms and messagingOrg signal
Representative systemsSlack, Gmail, Outlook, Teams, Zoom
What it providesCoordination load, response times, where communication concentrates
AccessRead-only
Device and activity trackingOrg signal
Representative systemsToggl Track, Clockify, RescueTime and similar
What it providesHow time actually splits across tools, apps and tasks
AccessOpt-in, read-only
Product and ops analyticsOrg signal
Representative systemsPostHog, Mixpanel, Datadog, Looker
What it providesWhether freed capacity shows up in output
AccessRead-only

Don't see what you need? Coverage extends to meet client requirements. If your organisation runs on it, we will connect to it.

Ask about a system
The trust bar

Read-only by design. Opt-in by default.

Every connection runs under the same rules, on every engagement.

Opt-in and read-only

Every connection is chosen by you, and none of them can write to your systems of record.

No autonomous actions

The platform never acts inside your systems. It reads, analyses, and reports.

No training on your data

Your operating data informs your engagement. It never trains models.

Your data stays yours

Read at runtime, not copied out. The asset the work builds belongs to you.

Full detail in the Trust Center.

Connect the first signal

See what your own data already knows.

Start with Discovery. We baseline your workforce task by task, and the connections keep it living.

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