For businesses with real operating history

Your operational data can
power the next generation of AI

Transform the knowledge captured in everyday operations into a resource for AI
development. License operational data while keeping ownership of your business
and protecting sensitive information.
Turn the knowledge in everyday operations into a resource for AI, and keep ownership of your business data.

Start with a short eligibility check. No commitment.

Operational data Communications, CRM history and support
tickets, reviewed before licensing.
A defined license Bounded use for a defined term — you keep the
business and the underlying data.
Privacy built in Identifying details are removed before any
record is shared.

01 — Data types

Three kinds of record.
One standard of review.

Each one is reviewed, anonymized and licensed.
Start with one, combine them, or add new records
as your business keeps operating.

Category 01

Communications Data

Email, chat and call records that show how decisions get made.

  • Email threads
  • Team chat
  • Call notes
  • Meeting records
  • Shared drives

Licensed as · anonymized
records, defined scope.

Explore Communications Data

Licensed as · anonymized, structured records with a defined scope.

Explore Communications Data

Category 02

CRM & Sales

Pipeline history and account notes
that capture years of commercial
judgement — who was won, and
why.

  • Account notes
  • Deal stages
  • Quotes
  • Renewals
  • Win and loss notes

Licensed as · bounded account
histories, identifiers removed.

Explore CRM Data

Licensed as · bounded account histories,
identifiers removed.

Explore CRM Data

Category 03

Support &
Operations

Tickets, runbooks and workflow
logs — a working record of
problems solved.

  • Support tickets
  • Runbooks
  • Workflow logs
  • Escalations
  • ERP exports

Licensed as · anonymized ticket
and workflow sets.

Explore Workflow Data

Licensed as · anonymized ticket and
workflow sets.

Explore Workflow Data

Categories shown are examples — every record is reviewed individually.

Select a panel to expand it

Licensing, explained

From daily records
to a clear, bounded
data license.

A four-part process, run with your team. Each step ends
in something you can review and approve.

  1. 1 01

    Check what you hold

    Systems, history and record types mapped with
    your team in a short intake.

    You get · a data inventory

    Data inventory
  2. 2 02

    Review a sample

    A sample of the record is read before anything
    is valued — not just counted.

    You get · a written assessment

    Sample review
  3. 3 03

    Remove identifiers

    Names, emails and account numbers are stripped
    before any record is shared.

    You get · an anonymized set

    Anonymized set
  4. 4 04

    License and deliver

    A defined scope and term, then secure delivery
    of approved, anonymized data.

    You get · a signed, bounded license

    Signed license

02 — Example license

What a finished license looks like

One sample engagement, start to finish: licensing a support team’s ticket and CRM history. Every file
below is illustrative — not client data.

Sample engagement

Licensing a support team’s operating record

Support tickets + CRM notes · Operations lead + review team

Data inventoryv1.0

Support tickets,
CRM account notes

Source
Help desk + CRM
History
Multi-year record
Review
Sample read first
Output
Licensed dataset

Signed off by both teams

Step 1 · InventoryA one-page summary both sides sign off.
Sample review4 criteria

What makes a record
valuable

Depth of history
Visible reasoning
Consistency
Completeness

Bar = criterion weight (sample)

Step 2 · ReviewThe criteria applied to every
sample.
Privacy reportSample

Identifiers, removed
before sharing

  • CriticalCustomer names and emails
  • MajorAccount and order numbers
  • MinorInternal staff references

Check · every redacted field is
verified before release.

Step 3 · AnonymizeSensitive fields removed and verified.
DeliveryBatch 01

Ready for licensed
use

  • support_tickets.jsonlAnonymized
  • crm_notes.jsonlAnonymized
  • license_scope_v1Reference
  • data_summarySummary
Download batch
Step 4 · DeliverStructured files, each item traceable.

Other records include

  • Email archives
  • Call transcripts
  • Project files
  • ERP exports
  • Design files

03 — How it works

How licensing works,
step by step

Four steps, one point of contact, and a clear view
of what you provide and what you get at each
stage.

  1. 01

    Check eligibility

    Answer a few questions about your
    systems, history and sector in a
    few minutes.

    You provide · system overview, history

    You get · an eligibility read-out

  2. 02

    Sample review

    A sample of the record is read so
    its depth and value can be
    assessed.

    You provide · sample access approval

    You get · a written assessment

  3. 03 Most of the work

    Redact and package

    Identifiers are removed and every
    batch is checked a second time.

    You provide · redaction preferences

    You get · batch-by-batch review

  4. 04

    License

    A defined, bounded license — the
    business and the data stay
    yours.

    You provide · final sign-off

    You get · signed terms, next steps

04 — Who qualifies

The businesses behind the record

Any company with real operating history can qualify — what matters is the depth and
texture of the record, not headcount.

Services

Professional services

Client emails, proposals and project files that show how expert advice is scoped, delivered and revised over many years.

  • Email and document history
  • Operating history reviewed

Typical recordEmail · files · CRM

Logistics

Logistics and operations

Dispatch notes, tickets and exception logs that capture how real problems get noticed, escalated and resolved.

  • Ticket and workflow logs
  • Exceptions and resolutions

Typical recordTickets · ERP · chat

Software

Software companies

Support threads, product discussions and pipeline history built up over years of shipping and selling software.

  • Support and product records
  • Sales pipeline history

Typical recordHelp desk · CRM

For businesses

Your operating
record has real
value

  1. 1Answer three short questions
  2. 2Share a sample for review
  3. 3Approve the anonymization
  4. 4Sign a defined license
Check Eligibility
“Everyday records — emails, tickets, decisions — teach AI
how real work actually gets done, step by step.”
Operating records Why the data matters Perspective

05 — Privacy and review

Reviewed twice.
Handled with care.

How records are reviewed and how sensitive data
is protected — applied to every single license.

Review methods

Quality
  1. 01
    Sample read before valuation

    A portion of the record is reviewed before any offer.

  2. 02
    A defined, bounded scope

    The license covers named material for a named term.

  3. 03
    Client-held data excluded

    Data you hold on behalf of your own clients stays out.

  4. 04
    Checked again before delivery

    Every batch gets a second review before it moves.

  5. 05
    Traceable to the source

    Every item records its system, period and scope.

Data handling

Privacy
  1. 01
    Identifiers removed first

    Names, emails and account numbers are stripped out.

  2. 02
    Specialist anonymization

    Redaction is handled by dedicated privacy specialists.

  3. 03
    You keep your data

    The business and the underlying data remain yours.

  4. 04
    Use bounded by the license

    Licensed data is used only as the agreement defines.

  5. 05
    Agreed retention and deletion

    You decide how long licensed data is kept.

Illustrative: specific controls are confirmed in each individual license agreement.

06 — Sample records

Sample records now. Outcomes as earned.

Real outcomes are published only with each company’s permission. Until then, we show exactly
what a licensed record contains.

Sample · Review

Support ticket record
assessment

How three record types score on depth, reasoning and completeness.

Assessed signal (sample)

Support tickets
88
CRM notes
71
Email archive
54
Illustrative — no real resultsView sample →
Sample · Dataset

Anonymized ticket dataset

Ticket threads with names removed and a full
review trail.

Ticket threads
JSONL
Identifiers
Removed
Review trail
2 reviewers
Illustrative sampleView sample →
Reserved

Licensed results

Outcomes from completed licenses will
appear here, published with each
company’s permission.

Get notified

07 — Check your record

Find out what
your record
is worth

Tell us which systems you use, how long you’ve operated, and the
records you hold.

What the first call covers · 30 min

  1. 1The systems and tools your business runs on
  2. 2How far back your operating history goes
  3. 3Privacy, anonymization and client obligations
  4. 4A license scope you can judge before signing

Afterwards: a written summary of scope, anonymization and next steps.

Start the conversation

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Data types

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