Industries
Professional services: what your operating records are worth to AI research
A consulting firm's unit of work is the engagement: scope, staffing, delivery and close. Client names and deliverables the client owns are not licensed. The firm's own method, visible in how the work was run, is the record a license can describe.
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| Fact | Detail |
|---|---|
| Unit of work | client engagement |
| First exclusion | client names |
| First rule | Under 29 CFR 541.300, the overtime exemption for an employee employed in a bona fide professional capacity requires compensation on a salary or fee basis at a rate of not less than $684 per week, and a primary duty of work that requires knowledge of an advanced type in a field of science or learning customarily acquired by a prolonged course of specialized intellectual instruction, or work that requires invention, imagination, originality, or talent in a recognized field of artistic or creative endeavor. eCFR |
| Second rule | To qualify for the learned professional exemption, 29 CFR 541.301 says the employee's primary duty must be work requiring advanced knowledge in a field of science or learning customarily acquired by a prolonged course of specialized intellectual instruction. That work is predominantly intellectual and includes the consistent exercise of discretion and judgment. Advanced knowledge cannot be attained at the high school level. The fields named include accounting, engineering, architecture, teaching, and other occupations with a recognized professional status. eCFR |
What Professional services operating records look like
Professional services operating records are the client engagement a team scopes, staffs, and closes, and they are not the deliverable the client owns.
Scoping an engagement records the question, the boundary, and the roles. Staffing and delivering the work records who was on the team and which week the work moved. The client's brand book, the final deck, and the model the client paid for are the client's. The firm's record is the sequence of those steps.
Other sectors are grouped under company data licensing by industry.
The license itself is explained in how to sell company data to AI companies.
Workflows in Professional services that AI research can learn from
Scoping an engagement, staffing the work, and closing the handoff are three trails inside one client engagement, and each one can be read without the client's name.
- scoping an engagement
- staffing and delivering the work
- closing and handing off
Closing and handing off shows what was finished, what was left, and how the team wrote that down. A single status slide hides the staffing changes. The run of the engagement is the part worth describing.
For a related sector's records, read accounting firm data for AI research or legal services company data for AI research.
Systems Professional services companies usually run
Docs, chat, and the books are where a client engagement usually leaves a trace, and each linked system has its own deletion write-up.
QuickBooks Online often holds the invoice milestones, not the advice. Slack holds the internal staffing thread. Google Workspace holds the working notes. The client's file share, if the client owns it, is not the firm's to offer.
| System | Category | Why it holds this sector's work |
|---|---|---|
| Google Workspace | Email and collaboration | Working notes, scopes, and status drafts sit in shared documents. |
| Slack | Chat | Staffing threads and internal handoffs sit in chat. |
| QuickBooks Online | Finance and accounting | Engagement invoices and time-based bills sit in the books. |
What a Professional services license leaves out
Client names and deliverables the client owns never leave in a license, even when the staffing note mentions them beside the client engagement.
- client names
- deliverables the client owns
Client names include the legal name and the project codename that points at one buyer. Deliverables the client owns include the report, the model, and the workshop output. The firm's own template, with the client stripped out, is a different object.
The details that never leave any company are listed in what is never shared.
Rules cited for Professional services records
A note about a client engagement is a description of a public source, not a claim that the firm's method meets a professional rule.
There is no single federal statute that defines a consulting engagement. The notes quote the professional-employee overtime rule, the learned-professional duties test, the federal cost principle for consultant services, and the IRS and wage-hour record rules. They describe those sources. They do not say a firm qualifies.
| Rule | What the source says | Source |
|---|---|---|
| 29 CFR 541.300 — General rule for professional employees | Under 29 CFR 541.300, the overtime exemption for an employee employed in a bona fide professional capacity requires compensation on a salary or fee basis at a rate of not less than $684 per week, and a primary duty of work that requires knowledge of an advanced type in a field of science or learning customarily acquired by a prolonged course of specialized intellectual instruction, or work that requires invention, imagination, originality, or talent in a recognized field of artistic or creative endeavor. | eCFR |
| 29 CFR 541.301 — Learned professionals | To qualify for the learned professional exemption, 29 CFR 541.301 says the employee's primary duty must be work requiring advanced knowledge in a field of science or learning customarily acquired by a prolonged course of specialized intellectual instruction. That work is predominantly intellectual and includes the consistent exercise of discretion and judgment. Advanced knowledge cannot be attained at the high school level. The fields named include accounting, engineering, architecture, teaching, and other occupations with a recognized professional status. | eCFR |
| 48 CFR 31.205-33 — Professional and consultant service costs | The Federal Acquisition Regulation, at 48 CFR 31.205-33, defines professional and consultant services as services rendered by persons who are members of a particular profession or possess a special skill and who are not officers or employees of the contractor. Fees for those services are allowable only when supported by evidence of the nature and scope of the service furnished. That evidence includes details of the agreements, invoices or billings, and the consultants' work products and related documents. | eCFR |
| How long should I keep records? | The IRS says you generally must keep records that support an item of income, deduction, or credit shown on your tax return until the period of limitations for that return runs out. Keep records for 3 years if the longer situations on that page do not apply. Keep employment tax records for at least 4 years after the date that the tax becomes due or is paid, whichever is later. | Internal Revenue Service |
| 29 CFR 516.5 — Records to be preserved 3 years | Each employer shall preserve payroll or other records containing the employee information required by 29 CFR part 516 for at least 3 years from the last date of entry. From their last effective date, the employer also preserves for at least 3 years the written agreements, plans, certificates, and notices listed in that section, and a record of total dollar volume of sales or business. | eCFR |
| Independent contractor defined | The IRS says people who offer their services to the general public in an independent trade, business, or profession are generally independent contractors, and whether they are independent contractors or employees depends on the facts in each case. The general rule is that an individual is an independent contractor if the person for whom the services are performed has the right to control or direct only the result of the work and not what will be done and how it will be done. | Internal Revenue Service |
Wind-down specifics for Professional services
When a consultancy winds down, the record to keep is how each client engagement was run, not a copy of the slides the client owns.
Archive the engagement tracker and the staffing plan. Do not archive the client's deliverable as if it were the firm's. A closed firm can still describe how it ran the work, once names are gone.
- Keep the engagement tracker and the staffing plan.
- Leave the client's deliverable out of any copy you discuss.
- A closed firm can still describe how the work was run once names are gone.
General information only. This is not legal, tax or financial advice.
Related
- Industries
What operating records look like by sector, and what is left out.
- How to sell company data
How to sell or license company data to AI companies, and which route fits.
- What's shared
Which records can be licensed, which details never leave, and what you approve.
- Eligibility
Staff, records, daily-use systems, and the right to license, plus a checker.
- Estimate
US payout bands by staff at peak, and the estimator that uses them.
- Accounting
Client closes, with returns and workpapers left out.
- Legal services
Matter timelines, with the legal file left out.
Questions about professional services company data for AI research
Which client deliverables never leave a consulting firm in a license?
Deliverables the client owns never leave a consulting firm in a license. That is the report, the model, and the workshop output the client paid for. Client names stay out with them, including a project codename that points at one buyer. The unit of work that can be described is the client engagement: how it was scoped, staffed, and closed. The client's brand book is not the firm's record.
Who owns the engagement file when a consultancy wants to license records?
The client owns the deliverable. The firm can describe its own method, which is visible in how the client engagement was run. Scoping an engagement, staffing and delivering the work, and closing and handing off are the firm's trails. If the file share belongs to the client, it is not the firm's to offer. The fit check still asks whether the firm has the right to license what remains.
Which tools does a consulting team usually have that already have system pages?
A consulting team usually has Google Workspace for scopes and status drafts, Slack for the staffing thread, and QuickBooks Online for the invoice milestones. Those are the systems to open before anyone cancels them. The invoice is not the advice, and the client's deliverable is not in those three tools as the thing being offered. Name the tools you actually used every day.
Can a professional-services firm qualify just because it has clients?
No. Having clients does not qualify a firm. The fit check looks at staff, years of records, daily use, and the right to license. A client engagement can be described after client names and client-owned deliverables are removed. A sector label is not a yes. A firm with one slide deck and no operating history still fails the records rule.
Sources
- eCFR. 29 CFR 541.300 — General rule for professional employees. Checked 2026-11-04
- eCFR. 29 CFR 541.301 — Learned professionals. Checked 2026-11-04
- eCFR. 48 CFR 31.205-33 — Professional and consultant service costs. Checked 2026-11-04
- Internal Revenue Service. How long should I keep records?. Checked 2026-11-04
- eCFR. 29 CFR 516.5 — Records to be preserved 3 years. Checked 2026-11-04
- Internal Revenue Service. Independent contractor defined. Checked 2026-11-04