Data library
Project records for AI.
Quick answer
Yes, in many cases. Project records — plans, task lists, schedule changes, status updates and the final outcome — show how teams plan and deliver real work. A company can license them when it owns the records, client contracts allow it, and client and staff details are removed.
What's included#
- Project plans, milestones and task breakdowns
- Assignments, due dates and schedule changes
- Status updates, blockers and decisions
- Final outcome versus plan
Where it typically lives
How AI developers use it#
- Training AI agents to plan and track multi-step work
- Evaluating schedule and risk predictions
- Teaching models how plans change in practice
Preparation and privacy#
- Replace client and staff names with stand-ins
- Remove contract values your team chooses to hold back
- Keep dates and task order intact
What's usually left out#
- Projects whose client contracts forbid sharing
- Bids and pricing your team chooses to hold back
- Attached files not reviewed separately
How it's packaged#
- One record per project with tasks and an event timeline
- A data sheet listing project types, years covered and count
What makes it valuable#
- Complete projects from kickoff to close
- Recorded changes and the reasons behind them
- Consistent use of the tool across teams
Starting with a sample#
- One or two completed projects, cleaned and approved by you
How SourceX approaches it#
Preparation requirements are agreed with you before any work begins, and the approved dataset is delivered only after an executed agreement and your explicit authorization of buyer access.
Industries with this data
Datasets built from this data
Dataset specs AI labs can request through SourceX, sourced to spec from businesses like yours.
- Workflows and human feedbackEnterprise workflow and task execution historiesAn enterprise workflow dataset is a set of task execution histories: connected records that follow one business task from the incoming request through the…Structured recordsText
- Workflows and human feedbackHuman feedback and QA-scored workA human feedback dataset is a set of real work products paired with the judgments people made about them: QA scorecards, approvals and rejections, reviewer…Structured recordsText
Typical fields#
- Record ID (pseudonymous)
- Created and closed timestamps
- Category or type
- Request or input text
- Ordered steps or actions
- Outcome or resolution
- Role of each actor (not identity)
Sample record
Illustrative · fictional
- record_id
- rec_8f21c0
- created / closed
- 2023-04-11 → 2023-04-12
- category
- Billing question
- request
- Customer [NAME] asks why invoice [ID] was charged twice.
- steps
- 1. Checked payment log 2. Found duplicate 3. Issued refund
- outcome
- Resolved · refund issued
- actors
- customer, agent_tier1
What buyers look for#
- Complete start-to-finish records
- Consistent fields over years
- Clear, labeled outcomes
- Low duplication
- Work done by skilled professionals
- Edge cases and failures, not only successes
Personal details removed#
- Names
- Email addresses
- Phone numbers
- Postal addresses
- Account, customer and order numbers
- Government IDs
- Payment details
- Health information
- IP addresses and device IDs
- Credentials, keys and hostnames
How buyers test it#
- Sample review by buyer researchers
- Residual personal-data scan
- Duplicate and leakage check against public data
- Label and outcome accuracy spot-check
- Rights and consent documentation review
Rules that may apply
Federal Wiretap Act 18 U.S.C. 2511
Applies to recorded calls and intercepted communications; some states require all-party consent. Assessed deal by deal.
California Consumer Privacy Act Cal. Civ. Code 1798.100 et seq.
May apply where records include personal information of California residents and the business meets the law's thresholds. Assessed deal by deal.
Reviewer note: applicability is confirmed with counsel for each deal. Not legal advice.
All data types · Sales call transcripts · Source code · Change approval records
Frequently asked questions
What if most of our projects are for clients?
Client contracts decide it. Some allow it once client details are removed; others don't, and those are left out.
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