Internal Agents Map

Datako

Company
Airbnb
Approach type
Agent
Work
Data
Human involvement
Unknown
Invocation
Interactive
Deployment stage
Deployed
Evidence strength
Detailed primary
Entry reviewed

Purpose

Datako is an internal data application that helps Airbnb employees query business data without knowing the relevant tables in advance.

Check the reviewed sources and claim details.

How it works

Representative workflow: employee question → business-data query. Research details

Ask about data

An employee asks a business-data question.

Find relevant data

The AirChat-based application locates relevant data and supports querying it.

Where people stay involved

Each scope pairs its normal attention boundary with supporting evidence. See the supervision definitions for the level mapping and limits.

Unreported: The source does not establish the required human review boundary.

  • employee question business-data query

    Unknown · Level unknown

Catalog interpretation: Unclassified for employee question business-data query; human attention boundary: unknown.

Observed in 22 June 2026

Implementation details

Model
Not reportedNot documented for this subject in the reviewed source.
Harness
AirChat SDK application built by the data-platform team.
Sandbox
Not reportedNot documented for this subject in the reviewed source.
Tool access
Internal business-data queries; guardrails are reported without implementation detail.
Knowledge
Not reportedNot documented for this subject in the reviewed source.
Context management
Not reportedNot documented for this subject in the reviewed source.
Credentials
Not reportedNot documented for this subject in the reviewed source.
Interfaces
Not reportedNot documented for this subject in the reviewed source.

Validation and failure handling

Unreported: The reviewed source does not report a distinct validation process for this subject.

Reported observations

The catalog records what the sources report, with the scope and the denominator of every figure. A qualification below limits the figure it sits under.

Adoption output · Reported measurement · Datako: Airbnb reports high hundreds of daily active users.

Key observation

Airbnb reports high hundreds of daily active users.

Reported by
Airbnb
Scope
Datako: Airbnb reports high hundreds of daily active users.

The source does not report the denominator of this figure.

Lessons

Unreported: The reviewed source does not document this for the named subject.

Sources and research details

Citations link to the original publisher. Each source also keeps a preserved copy in the repository, so a changed or removed page stays checkable.

  1. Beyond the CLI (DX podcast)https://getdx.com/podcast/beyond-the-cli-agentic-ai-for-async-workloads-and-non-developers/Podcast · Direct participant · Last source verification: 2026-08-31
Question coverage and scope
purpose
Reported
workflow
Reported
human involvement
Unreported: The source does not establish the required human review boundary.
implementation
Reported
validation
Unreported: The reviewed source does not report a distinct validation process for this subject.
observations
Reported
lessons
Unreported: The reviewed source does not document this for the named subject.
Research details for every claim on this page
  1. Summary
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    A linked participant or independent source reports the claim.
  2. Harness
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    A linked participant or independent source reports the claim.
  3. Tool access
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    A linked participant or independent source reports the claim.
  4. Ask about data
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    A linked participant or independent source reports the claim.
  5. Find relevant data
    Statement type
    Fact
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    A linked participant or independent source reports the claim.
  6. Key observation
    Statement type
    Metric
    Provenance
    Reported
    Confidence
    Medium
    Confidence reason
    Self-reported by the source; no independent verification.
    Reported by
    Airbnb
    Scope
    Datako: Airbnb reports high hundreds of daily active users.
    Denominator
    Not reported
    Method
    Not reported
    Observation date
    Not reported
  7. Operating model assessment
    Statement type
    Inference
    Provenance
    Catalog judgment
    Confidence
    Unverified
    Confidence reason
    The source describes Datako and its work, but does not establish whether a person must approve or inspect each successful output.
    Observation date
    2026-06-22
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