On this page
The problem: a small team, a big system, and every sales message is regulated
- $17M
To go back to Xponential Fitness franchisees under a March 2026 FTC settlement over sales claims and late FDDs, the largest amount the FTC has sent back in a franchise case[1]
- ~400,000
FDDs sent each year by about 4,000 franchisors, by the FTC's estimate[2]
- ~2%
Corporate overhead as a share of system sales at McDonald's (2.2%) and Wingstop (2.4%), our arithmetic from their 2025 10-Ks[42,43]
- 10.1%
Accommodation and food services businesses that used AI in a recent two-week period, against 23.8% of all US businesses[21]
The FTC's $17 million Xponential settlement was about sales talk and paperwork: sellers told prospects that studios typically open within six months when they typically took more than a year, FDDs left out franchisees who had left the system, and some FDDs arrived less than 14 days before signing[1]. The same company separately paid $22.75 million to settle with 509 current and former franchisees[48].
The FTC estimates that about 4,000 franchisors send roughly 400,000 FDDs a year, most of them electronically[2]. Now put an AI agent on the franchising site, answering every prospect at midnight. If it works out a payback period for a curious prospect, it has made an earnings claim, and unless that claim is in Item 19 it breaks the Franchise Rule[7].
A franchisor's corporate team is small next to the system it runs: Wingstop runs 3,056 restaurants with 345 corporate and regional staff[43]. Agents could take on much of that team's work, but the contract and the disclosure rules decide where they may go, and the brand's tools reach into businesses it does not own and people it does not employ.
This playbook is written for the franchisor, not the multi-unit franchisee. Franchisee operations appear where the franchisor's choices reach into them, because that is where most of the law and most of the failures sit.
The short version: 60 seconds
AI-enabled vs AI-native
Development uses a CRM with AI lead scoring, marketing uses an AI review tool, field consultants use an audit app with photo checks. Each tool has its own logins, data and rules. The FDD, the agreements and the manual are still PDFs that only people read.
The FDD, Item 19, every agreement by version, the manual and the approved claims are something agents read and are held to. Agents do the first pass on development follow-up, disclosure logistics, franchisee questions, audits, local marketing and royalty checks. Named people keep money statements, who gets a franchise, fees, defaults and anything that controls a franchisee's employees, and every agent action leaves a record a regulator could read.
A test: a former franchisee's lawyer writes that your chatbot promised her client a three-year payback. An AI-native franchisor can show, in minutes, which Item 19 text was in force that day, what the agent drafted, what the rule blocked, what was actually sent and which rep called back.
AI in a franchise system sits in two layers, and they need different rules.
- Corporate AI
- Agents working for the franchisor's own teams: development, legal, field, marketing, finance. The franchisor is the employer and owns the data. Mistakes stay inside the company.
- System AI
- Tools the franchisor offers or requires at franchised units: ordering, hiring, scheduling, reviews, audits. Here the FDD, fees, data access, security and joint-employer limits apply. Most of the failure cases in this playbook sit in this layer.
The missing layer: where OrchKernel fits
No franchisor will replace its franchise management suite, development CRM, audit app, reputation tool or royalty system to become AI-native. Several of those vendors now sell agents of their own. What none of them holds is the whole rulebook: the Item 19 text by state, the waiting periods, each unit's agreement terms, the line on franchisees' employees, and a record of every agent action across all of those tools.
OrchKernel is built to be that layer. It connects to the systems you run and does not replace them; they remain the record for units, agreements, sales and royalties. Details are in the OrchKernel blueprint.
- Development follow-up and scheduling
- FDD delivery and receipt tracking
- Franchisee support answers from the manual
- Field visit prep and corrective actions
- Local marketing and review replies
- Royalty reconciliation and reminders
- Rules: waiting periods, Item 19 text, claims
- Approvals by named role
- Acting on one person's authority
- Data access by role and field
- Human queue
- Tamper-evident log
- Franchise management suite and development CRM
- E-signature and FDD receipt tools
- Audit, checklist and learning systems
- Reputation and listings tools
- POS and back-office feeds, where Item 11 allows
- Royalty billing and accounting
Who controls what in a franchise system
Most large systems are almost entirely franchised: about 95% of McDonald's restaurants, 98% of Wingstop's and 97% of Yum's 63,285 units[42,43,44]. Mature systems are run by a few hundred multi-unit operators, not thousands of single-unit owners: Wingstop has 186 domestic franchisees averaging about 14 restaurants and 16 years in the system[43]. In our reading, owners at that scale have the counsel and the bargaining power to push back on a tool the brand tries to impose, and to ask what it costs them and what data it reads.
The franchisor sets standards and checks outcomes. The franchisee runs the business and employs the people. Three documents sit under both, and an agent at the franchisor touches all three.
Standards and outcomes. Its agents work here.
- Brand standards and the operations manual
- Approved suppliers and required systems (FDD Items 8 and 11)
- Outcomes it can audit: food safety, cleanliness, guest scores
- The national ad fund and brand marketing
- Who gets a franchise, where, and on what terms
Agents send recommendations across it. The franchisee's own manager accepts, changes or ignores them.
Writing schedules, ranking applicants or disciplining staff would cross it[18].
Employees and day-to-day decisions.
- Hiring, firing and discipline of unit staff
- Schedules, hours and pay
- Day-to-day supervision and direction
- Local decisions the agreement leaves to the owner
- The unit's profit and loss
- The FDD
23 disclosure items, delivered at least 14 calendar days before a prospect signs or pays, revised within 120 days of year end[3,5]
- Each franchise agreement
Signed per unit; McDonald's agreements generally run 20 years[42]. Terms differ by vintage.
- The operations manual
Part of the agreement, changed by the franchisor over time, and not a route for new fees[8,27]
What this means for AI. Agents belong on the franchisor's side of the line. They can recommend across it. They cannot write a franchisee's schedule, reject a franchisee's applicant or discipline a franchisee's staff, because that is the control that makes a joint employer[18]. Restaurant Brands International already lists franchisees failing to meet "artificial intelligence" requirements among its risks[45], so at least one large franchisor already holds its franchisees to AI requirements.
Where the franchisor's hours and money go
Public franchisors' 2025 filings show how the business is paid and how lean the corporate team is.
The franchisor's own cost base is small. Corporate overhead runs about 2% of system sales at McDonald's and Wingstop, and Wingstop and Xponential each run about nine units per corporate employee (our arithmetic)[42,43,47]. AI saves corporate hours, but most of the value, and most of the legal exposure, sits in what the franchisor can do for hundreds of franchisees, such as getting signed units open sooner.
The franchisor is paid on sales; franchisees keep the profit. Royalties and ad fund contributions are a percent of gross sales. An AI tool that lifts sales pays the franchisor first. A tool that cuts labor helps only the franchisee's margin.
Technology is now a revenue and cost line. McDonald's recovers part of its technology and digital platform costs through fees[42], Xponential reports technology fee revenue[47], and Yum offers its Byte platform to franchisees "with advantaged economics made possible by the scale of YUM"[44]. FTC staff have named "ever increasing payment processing and technology fees" as a concern when they were not disclosed[8].
The franchise lifecycle end to end, and where AI works today
Eight stretches of work run from a lead to a renewal or an exit. Two federal gates sit before signing. At each step some work is already sold and running, some is ready for drafts a person approves, and some should stay with a person.
- 01Lead
- AI works today
Instant reply, qualification, scheduling
- AI drafts, person approves
Follow-up emails and texts from the approved claims list
- Person only
Any answer about sales, income, profit or payback outside Item 19
Tools: Development CRM, franchise portals, brokers
- AI works today
- 02FDD and discovery
- AI works today
FDD version by state, delivery, receipt log, validation-call lists
- AI drafts, person approves
Discovery day packs, committee summaries
- Person only
Approving the candidate and awarding territory
Gate: 14 calendar days from FDD receipt before any signature or payment; 7 days after any term the franchisor changed
Tools: E-signature and receipt tools, CRM
- AI works today
- 03Signing
- AI works today
Waiting-period and registration checks
- AI drafts, person approves
Agreement packages from the current templates
- Person only
Changed terms, side letters, fee concessions
Tools: Contract and e-signature tools
- AI works today
- 04Opening
- AI works today
Project tracking and slippage alerts
- AI drafts, person approves
Site approval packs, opening checklists
- Person only
Site approval and opening date commitments
Tools: Franchise management suite, learning system
- AI works today
- 05Field and support
- AI works today
Answers from the manual; visit prep; photo checks
- AI drafts, person approves
Visit reports and corrective action plans
- Person only
Anything that directs a franchisee's employee
Tools: Audit and checklist apps, support desk
- AI works today
- 06Marketing
- AI works today
Listings, review reply drafts, local ads from brand templates
- AI drafts, person approves
Ad fund reports, off-template ads, menu copy
- Person only
Nutrition and allergen content
Tools: Reputation, listings and social tools
- AI works today
- 07Royalties and fees
- AI works today
Reconciling sales against POS feeds
- AI drafts, person approves
Late-fee notices, sales audit requests
- Person only
Any new or changed fee, and waivers
Tools: Royalty billing, POS feeds, accounting
- AI works today
- 08Renewal, transfer or exit
- AI works today
Term-date calendar, transfer checklists
- AI drafts, person approves
Renewal packages, notices for counsel
- Person only
Defaults, terminations, nonrenewals, transfer approvals
Tools: Contract records, legal
- AI works today
Who sells it
We list categories and a few examples, not recommendations. Every performance figure below is the vendor's own claim.
- Franchise management suites with agents. FranConnect sells development CRM, audits, royalty management and learning, plus agents for sales coaching, field work and franchisee support. It says its customers sell about 29,847 franchises and open about 15,286 units a year[56].
- Development follow-up. ClientTether sells two-way text, email and call follow-up with agents that answer inbound messages, and cites replies "within 30 seconds"[57].
- Field audits. Crunchtime uses AI to flag audit photos that fail brand standards[58].
- Local marketing, listings and reviews. SOCi sells agents for local search, reputation and social to franchise brands such as Jersey Mike's and Sport Clips[59]; Yext manages listings and reviews across what it says are 9M+ locations[60].
- Guest-facing voice and hiring at units. SoundHound sells phone, kiosk and drive-thru ordering; its revenue rose 99% to $168.9 million in 2025, mostly from acquisitions[51]. Paradox runs high-volume hiring chat for franchise systems and says one franchisee group automates 90% of its hiring process[61].
Adoption and where the money went
The Census Bureau asks businesses every two weeks whether they used AI in any function. It does not separate franchisors from franchised units, but it shows the sectors where franchised units cluster[21]:
The point is narrow: restaurant and hotel units, the largest franchise sector, adopt AI at well under half the national rate. "Any AI in any function" also counts a manager using a chatbot. We found no independent survey of franchisor AI adoption; the figures that exist are vendor customer claims.
The money went to vendors and brand platforms, not new franchisors. FranConnect, SOCi and Paradox built agents for multi-location brands, and SoundHound grew by buying ordering companies[51]. The largest systems built their own: Yum's Byte by Yum covers ordering, POS, kitchen and delivery, menu management and "inventory and labor management and team member tools", designed to speed up AI adoption[44]. Wingstop runs its Smart Kitchen in all domestic restaurants and requires "continual and unlimited independent access" to POS data[43].
Some failed loudly. Presto, once in hundreds of franchised drive-thrus, disclosed SEC and DOJ inquiries into its AI statements[49] and was delisted in 2024[50].
We found no AI-native franchisor at meaningful scale. For a mid-size brand the realistic path is to make its own operating system (manual, standards, development, support) work with agents, under rules its franchisees can see.
The staged path
Six stages that follow the franchise contract. First make the rulebook readable. Then use agents where the franchisor is the only party, then in sales, where the volume and the enforcement are, then in opening and the field, and only then in tools that run inside franchisees' businesses. Durations are rough for a system of 50 to 1,000 units.
- Stage 0Make the rulebook machine-readable
Know which version of which rule applies to which unit, prospect and state.
- Stage 1The corporate back office
Agents work where the franchisor is the only party and mistakes stay inside.
- Stage 2Franchise development
Lead follow-up, disclosure logistics and waiting periods, under the Item 19 rule.
- Stage 3Opening and field operations
Track openings, prepare visits and close corrective actions, without managing franchisees' staff.
- Stage 4System tools at franchised units
Offer tools inside franchisees' businesses by pilot and choice, not by mandate.
- Stage 5The AI-native operating model
Roles, councils and the FDD cycle built around agents.
- 0
Stage 0: Make the rulebook machine-readable
Know which version of which rule applies to which unit, prospect and state.
About 1 to 3 months, longer for a system with many agreement vintages
What to do
- Build the contract map: every unit and development deal with its agreement version, royalty and ad fund rates, term dates, state and side letters.
- Put the FDD, state addenda, Item 19 text and an approved claims list in one controlled place, with versions and effective dates. Version the manual by chapter.
- List the AI features already on in your tools and mark each as corporate AI or system AI.
- Read Item 11 and the agreements for what franchisee data the brand may access. Agents get no more than that.
Why now
Every later agent depends on this. Only about 63% of Planet Fitness clubs pay its current 7% royalty, so the system average is 6.7%[46]. An agent that reads the current template will be wrong about a third of that system.
In place first
- A franchise compliance owner and a manual owner, named.
- Franchise counsel's sign-off on the approved claims list.
What to measure
- Share of units with a complete, checked contract record (target: all)
- FDD, addenda and Item 19 versions with an owner and effective date
- Manual chapters with a named owner
Common mistakes
- Pointing an agent at the current FDD and assuming it describes what existing franchisees signed.
- Skipping Item 11, then building a dashboard on data the agreement never gave the brand.
- 1
Stage 1: The corporate back office
Agents work where the franchisor is the only party and mistakes stay inside.
Starts once the contract map and manual versions exist
What to do
- Franchisee support answers from the approved manual, with the chapter cited and a handoff to a person.
- Royalty and ad fund reconciliation against POS sales; reminders on each unit's own terms.
- Drafts for the annual FDD update: Item 20 tables from the unit ledger, the former-franchisee list, the registration calendar.
Why now
Errors stay internal and can be reversed. The FDD update is due within 120 days of year end[5], and a missing former-franchisee list was part of the Xponential case[1].
In place first
- Stage 0's contract map.
- Agent data access set to what Item 11 allows.
What to measure
- Support questions answered without a person, and the share a person later corrected
- Days to close the monthly royalty reconciliation
- FDD update filed before day 120; Item 20 discrepancies found before filing
Common mistakes
- Letting the support agent improvise when the manual is silent.
- Treating a franchisee's question about a fee as routine. Fee questions go to a person.
- 2
Stage 2: Franchise development
First stage that speaks to prospectsLead follow-up, disclosure logistics and waiting periods, under the Item 19 rule.
After the claims list and Item 19 rules are tested on the back-office agent
What to do
- Lead response, qualification and scheduling.
- FDD version chosen by the prospect's state and the unit's location; delivery and receipt logged; waiting periods checked before any agreement or deposit link.
- Validation-call lists from Item 20, and discovery day logistics.
Why now
Revenue starts here and speed of reply matters. So does enforcement: Xponential's $17 million case turned on sales claims and late FDDs[1].
In place first
What to measure
- Lead response time; days from FDD receipt to signing
- Waiting-period exceptions (target: zero)
- Earnings questions routed to a person
Common mistakes
- A chat agent that helps with payback math.
- Letting a prospect who wants to move fast sign or pay a deposit before day 14.
- One FDD for every state.
- Brokers running their own AI scripts outside the brand's claims list.
- 3
Stage 3: Opening and field operations
Track openings, prepare visits and close corrective actions, without managing franchisees' staff.
Can overlap with Stage 2 once the field team has a written line on what it may direct
What to do
- Opening project tracking from site to grand opening, with slippage alerts.
- Visit prep and report drafts; audit findings turned into corrective actions with owners and due dates.
- Training assignments and tracking.
Why now
The gap between signing and opening is large and costly. Xponential had 832 studios committed and not yet open against 2,606 open in North America at the end of 2025[47]. Field consultants are the brand's main point of contact with each owner, and today much of their week goes to visit reports and chasing corrective actions.
In place first
- Franchisee consent and Item 11 coverage for any data pulled from unit systems.
- A written line: consultants advise the owner and do not direct the owner's employees.
What to measure
- Median days from signing to opening; openings on the promised date
- Corrective actions closed on time; repeat findings
- Consultant hours on coaching against paperwork (your own time study)
Common mistakes
- Using opening forecasts in sales conversations. A timeline is a claim; it was one in the Xponential case.
- Field agents assigning tasks to a franchisee's employees by name.
- 4
Stage 4: System tools at franchised units
Where fees, data security and joint-employer limits applyOffer tools inside franchisees' businesses by pilot and choice, not by mandate.
After the advisory council has reviewed a pilot design, fees and data flows
What to do
- Local marketing from brand templates, with approvals for anything off-template.
- Listings and review replies across every unit.
- Hiring help, ordering and labor recommendations, menu content, offered to franchisees.
Why now
McHire, Presto and the drive-thru voice tests all happened here, and restaurant units adopt AI at under half the national rate[21]. Franchisees, not the brand, will set the pace.
In place first
- Advisory council review; a pilot with opt-in units, a written exit and matched comparison units.
- Counsel's review of disclosure and any fee[8].
- A security review of the vendor; recommendations only for anything touching franchisees' employees.
What to measure
- Adoption by choice; opt-outs
- Pilot units against matched non-pilot units on sales, labor and guest complaints
Common mistakes
- Mandating before measuring.
- Calling a tool automated when people do much of the work behind it.
- Adding a technology fee through the manual.
- 5
Stage 5: The AI-native operating model
Roles, councils and the FDD cycle built around agents.
After a full FDD cycle with Stages 1 to 3 running
What to do
- Staff the compliance owner, system data steward and manual owner roles, and give the advisory council a standing AI agenda.
- In each FDD cycle, review which agents speak to prospects, which tools franchisees use, and what claims, fees and data access changed.
Why now
Corporate overhead at large franchisors is small next to the system: about 2.2% of system sales at McDonald's and 2.4% at Wingstop (our arithmetic)[42,43]. Cutting that team saves little. The return shows up in units opened on the promised date, clean FDD cycles and franchisees choosing the brand's tools.
In place first
- Two quarters of stable results and clean logs from earlier stages.
What to measure
- Units per corporate employee; corporate overhead as a share of system sales
- Franchisee satisfaction from an independent survey; regulator inquiries and disputes
Common mistakes
- Cutting field consultants before franchisees agree the agents help them.
- Leaving the advisory council out until a mandate is ready.
Your first 90 days
Stage 0 for the whole system, then one corporate agent and the start of development. Nothing in the first 90 days touches a franchisee's business or employees.
- Days 1 to 30
Build the contract map for every unit and development deal. Collect the current FDD, state addenda and Item 19 in one controlled place. Write the approved claims list with counsel: opening timelines, support promises, awards, anything about AI. Inventory the AI already switched on in your tools and sort it into corporate and system layers. Name the compliance owner and the manual owner.
- Days 31 to 60
Run one corporate agent: franchisee support answers from the manual, with the chapter cited and a handoff to a person, read-only on every system. Turn on the FDD receipt log and the 14-day and 7-day rules in the development CRM. Start a time study of consultants and development reps so Stage 3 has a baseline.
- Days 61 to 90
Add development follow-up under the claims rules: no earnings statements outside Item 19, consent before any text or call. Read a sample of agent conversations each week. Take the results to the franchisee advisory council and agree how any system pilot would be chosen, paid for and stopped. Set Stage 3 targets from the time study.
How roles change
This is our reading of the evidence, not a survey finding. Most of these changes fall on a corporate team that is already small. What does not change: franchisees own their units, their staff and their local decisions.
- 1
Franchise development
Agents start and qualify conversations, book calls, send the right FDD and track receipts. Reps spend their time on discovery days, validation and judging fit, with a hard line on what can be said about money. Their pipeline stops depending on how fast they answer texts at night.
- 2
Franchise compliance owner
A new role or a bigger one. Owns the FDD calendar, state registrations, the approved claims list, Item 19, the seller list and the receipt log, and decides what the agents may say. The Xponential case shows what it costs when this slips[1].
- 3
Field consultants
Fewer hours writing visit reports and chasing corrective actions; more time coaching owners. A consultant might cover more units, but no public baseline exists for units per consultant, so measure your own before and after.
- 4
- 5
System data steward
Owns what franchisee data the brand may access under Item 11 and the agreements, how it is shared, and which agents see which fields. Answers the franchisee who asks what the brand's tools can see.
- 6
Franchisee advisory council
Becomes the forum for system AI: which pilots run, who opts in, what it costs, what data flows and how a pilot ends. Taco Bell described its voice AI decisions as made "in partnership with our franchisees"[62].
What not to fully automate
An agent can prepare each of these. A named person with authority decides, and the decision is recorded.
The rules that bite
Ten groups of rules recur for franchisors. The first three govern what the brand says and charges; the rest govern the tools it puts into franchisees' businesses. Each lands on something an agent does.
The Franchise Rule and earnings claims
- Timing
- The FDD must reach the prospect "at least 14 calendar-days before the prospective franchisee signs a binding agreement with, or makes any payment to, the franchisor", and terms the franchisor changes unilaterally need at least seven calendar days[3]. The FDD is revised within 120 days of year end and amended quarterly for material changes[5].
- Earnings claims
- A franchisor that makes a financial performance representation must have a reasonable basis and written substantiation and must state it in Item 19[4]. The FTC's definition covers oral, written and visual statements, and "includes a chart, table, or mathematical calculation that shows possible results based on a combination of variables". A broker cannot make one unless it already appears in Item 19[7]. No seller may say anything that contradicts the FDD[6].
- Items 8 and 11
- Item 8 covers required purchases, including "computer hardware and software", and the franchisor's revenue from them. Item 11 says whether the franchisor requires POS or computer systems, what they cost, whether the franchisor has independent access to the data in them and any limits on that access, and how the ad fund is spent[4].
- Enforcement
- The FTC announced the Xponential settlement on 18 March 2026: $17 million to go back to franchisees, which the FTC called the largest amount ever to go back to consumers in a franchise case[1].
For agents: An agent that tells a prospect what a unit might earn, or works out a payback period, is making a financial performance representation. Agents quote Item 19 as filed, and waiting periods are counted in calendar days.
Fees, technology fees and the operations manual
- FTC staff guidance
- "If a franchisor imposes or collects a new fee, through its operating manual or otherwise, that was not disclosed in the FDD and included in the franchise agreement, the franchisor may be engaging in an unfair act or practice." The guidance names "ever increasing payment processing and technology fees". It is staff guidance and does not bind the Commission[8].
- FTC policy statementPart to be confirmed
- Contract provisions may not restrict franchisees from talking to the FTC or other regulators[9]. It was adopted 3-2 over the dissents of Commissioners Holyoak and Ferguson[10]. Both documents were still listed on ftc.gov in October 2026; whether the current Commission relies on them is to be confirmed.
- WashingtonPart to be confirmed
- "A franchisor cannot impose a fee through the operations manual or otherwise, without pre-sale disclosure in the Franchise Disclosure Document."[27] California's regulator has published guidance on the same question; we could not open it, so its terms are to be confirmed.
For agents: A required AI tool with a new monthly fee, added through the manual, is the pattern the guidance describes. Any draft that adds a cost goes to counsel.
State registration, relationship laws and brokers
- RegistrationPart to be confirmed
- California, Minnesota, New York and Washington make it unlawful to offer or sell a franchise until the offer is registered or exempt[22,23,24,25]. Hawaii, Illinois, Indiana, Maryland, Michigan, North Dakota, Rhode Island, South Dakota, Virginia and Wisconsin are commonly listed too; those, and NASAA's multi-state forms, are to be confirmed.
- Termination and curePart to be confirmed
- California: no termination before the end of the term except for good cause, with a cure period of at least 60 days and generally no more than 75[28]. Washington: good cause is also required, but the opportunity to cure "in no event need be more than thirty days", and nonrenewal notice rules tie to goodwill compensation[26]. Other states' good-cause, notice and nonrenewal rules are to be confirmed.
- Brokers (California)Part to be confirmed
- SB 919 requires franchise brokers to register. It becomes operative on the later of 1 July 2026 or one year after the Legislature funds it, and implementation depends on that funding[29]. Whether the money has been appropriated is to be confirmed.
- State enforcement
- Maryland entered a consent order against Xponential on 14 April 2026, with an administrative penalty and required disclosures[48].
- Outside the US
- Australia's new Franchising Code of Conduct started on 1 April 2025, with some rules applying from 1 November 2025[41]. Other countries' franchise codes are out of scope here.
For agents: Which FDD a prospect gets depends on where they live and where the unit will be. A 30-day cure may be enough in Washington and too short in California. Agents choose versions and periods by rule; people sign.
Joint employer: the line system AI can cross
- NLRB
- A business is a joint employer if it shares or codetermines essential terms such as "wages, benefits, hours of work, hiring, discharge, discipline, supervision, and direction" through "substantial direct and immediate control". Setting "the objectives, basic ground rules, or expectations" under a contract is not that control[18]. The Board restored this text effective 27 February 2026, after a court vacated its broader 2023 rule[19].
- What franchisors say
- Restaurant Brands International says it could be liable for franchisees' labor violations[45]. Wingstop names "vicarious liability, joint employer, or other theories"[43].
- Other lawsPart to be confirmed
- Wage and hour, discrimination and state laws use their own tests. How each applies to a brand-provided AI tool is to be confirmed with employment counsel.
For agents: A brand agent that writes franchisee schedules or rejects applicants is exercising control. The same agent sending a recommendation the franchisee's manager accepts or changes is closer to setting ground rules. Design for the second.
Systems the franchisor requires: security and data
- FTC v. Wyndham
- Wyndham required its franchised hotels to buy and configure property systems to its specifications and ran the network connecting them. Three intrusions in 2008 and 2009 led to more than $10.6 million in fraudulent charges, and the court upheld the FTC's authority to treat poor security as unfair[13]. Wyndham settled in December 2015[14].
- Consumer privacyPart to be confirmed
- Loyalty and app data often sit with the franchisor while orders happen at franchised units. Who is the business and who is the service provider for each data flow under the CCPA is to be confirmed with privacy counsel. California's rules on automated decision-making technology took effect on 1 January 2026, with some duties phasing in later[34].
For agents: A brand that mandates a tool and connects it to franchisees' systems answers for its security. Agents see only the fields their role needs, and every read is logged.
Pricing tools shared across franchisees
- California AB 325Part to be confirmed
- Unlawful to use or distribute a "common pricing algorithm" as part of a conspiracy to restrain trade, or to coerce another person to adopt a price or term it recommends. A common pricing algorithm is one used by two or more persons that uses competitor data to recommend or influence a price[30]. The bill was chaptered on 6 October 2025 with no urgency clause or later date, so by California's default rule it took effect on 1 January 2026 (our reading). The text does not define competitor or mention franchisees; whether franchisees of one brand count as competitors is to be confirmed with antitrust counsel.
For agents: A brand pricing tool fed with other units' prices and pushed hard enough to count as coercion sits close to this text. Recommendations carry no penalty for ignoring them.
What AI says to guests and prospects
- Reviews
- The FTC's reviews rule bans fake and AI-written reviews, review incentives conditioned on sentiment and suppressing negative reviews[15]. The FTC's order against Rytr, an AI review-writing tool, was set aside in December 2025; the rule still stands[16].
- Calls and texts
- AI-generated voices count as "artificial" under the TCPA, so its consent rules for artificial-voice calls apply[17]. Xponential settled a putative nationwide TCPA class action in 2025[48].
- AI income claims
- In Operation AI Comply the FTC acted against schemes promising AI-powered income: "There is no AI exemption from the laws on the books."[11]
- Overstating the AIPart to be confirmed
- Presto disclosed an SEC investigation and a DOJ request about its statements on its AI technology, while most of its drive-thru orders involved a person[49]. A reported SEC settlement with Presto in January 2025 is to be confirmed against the SEC order.
For agents: One central tool answers reviews for every unit, and one agent texts every lead. Agents never post or gate reviews, never text without consent, and describe the brand's AI only from the claims list.
Hiring tools the brand provides
- AI hiring laws
- New York City requires bias audits and notices for automated employment decision tools[35]. Illinois amended its Human Rights Act on AI in employment from 1 January 2026[36]. Colorado's SB26-189 applies from 2027[37], and California's civil rights rules on automated decision systems took effect in October 2025[33]. California's broader SB 7 was vetoed[32].
- Who carries themPart to be confirmed
- The franchisee is usually the employer using the tool. A franchisor that selects, configures and mandates it may be treated as an agent, the theory tested against a vendor in Mobley v. Workday[38]. Who carries the bias audit in a franchise system is to be confirmed.
For agents: Brand hiring tools recommend; the franchisee's manager decides. The brand's agents do not see applicant fields they do not need.
Labor rules that shape franchisee tools
- California fast food wage
- $20 an hour from 1 April 2024 at fast food restaurants in national chains, with a Fast Food Council that can raise it[31]. This is one reason franchisees ask for labor-saving tools.
- Predictable schedulingPart to be confirmed
- Seattle requires schedules 14 days ahead for hourly staff at retail and food service employers with 500 or more employees worldwide[39], and Oregon requires 14 calendar days[40]. New York City, San Francisco, Los Angeles, Chicago and Philadelphia have their own rules, and how each counts franchisees' employees is to be confirmed.
For agents: A scheduling recommendation pushed by the brand must respect each unit's local rules, and the franchisee's manager publishes the schedule.
When it goes wrong
Real cases first, with what each teaches a franchisor and the control point that answers it.
McHire: a hiring tool the brand chose, 2025
A hiring chatbot used by 90% of McDonald's franchisees exposed 64 million applicant records through a default "123456" admin login[55]. The vendor, Paradox, is now part of Workday[61].
The lesson: When the brand picks the tool its franchisees hire with, the breach carries the brand's name, whoever built the software.
Control points: Tool onboarding (13), data access by role and field (10)
Presto voice AI at franchised drive-thrus, 2023 to 2024
In early 2024 Presto disclosed that its voice AI sites used a person to enter orders "in all instances" pending a rollout; at the 44 sites on its most advanced version, about 30% of orders needed no person. The SEC and DOJ looked into its AI disclosures[49], and it was delisted in September 2024[50].
The lesson: Measure what the AI really does at the unit before calling it automation in an FDD, a sales deck or a press release.
Control points: Approved claims register (3)
Taco Bell and McDonald's voice ordering tests
In August 2025 Taco Bell said it was rethinking voice AI after errors and pranks (secondhand account)[62]. McDonald's ended its IBM order-taking test in 2024; details are to be confirmed[63].
The lesson: Pilots at franchised units need an exit and franchisees' agreement before any system mandate.
Control points: System rollout gate (12)
Xponential Fitness, 2023 to 2026 (not an AI case)
Timeline claims, a hidden litigation history, missing former franchisees and late FDDs: $17 million in FTC redress for franchisees[1], $22.75 million to 509 franchisees, and a Maryland consent order[48].
The lesson: Every sales message is regulated speech. A development agent can repeat a bad claim to thousands of prospects faster than any rep.
Control points: Earnings statements (2), claims register (3)
FTC v. Wyndham, 2008 to 2015 (not an AI case)
Wyndham specified and managed its franchised hotels' property systems; three breaches led to more than $10.6 million in fraud[13].
The lesson: Mandating and connecting franchisees' systems makes the franchisor answerable for their security.
Control points: Data access (10), tool onboarding (13)
Rytr and AI-written reviews, 2024 to 2025
The FTC alleged an AI tool generated fake reviews; the order was set aside, but the rule against fake reviews stands[15,16].
The lesson: A central review agent working for hundreds of units must never write or gate reviews.
Control points: Reviews and local marketing (8)
We did not find a published case of a franchisor's AI agent making an earnings claim to a prospect, or of a brand AI tool being the basis of a joint-employer finding. We do not claim these have happened. The scenarios below are what an agent with too much freedom could do.
Agent failures to design against
Each is a scenario, not a reported case, and each maps to one of the control points.
One scenario, step by step: an earnings question at 11:40 p.m.
- 01Approved text· People
The compliance owner loads this year's Item 19, the state addenda and the claims list, with effective dates.
- 02Question· Development agent
At 11:40 p.m. a Minnesota prospect asks what a unit makes and how long until she earns back $400,000. The agent drafts a payback period.
- 03Claims rule· OrchKernel
The figure is not in the Item 19 text for Minnesota. The rule blocks it.
- 04What the prospect gets· Development agent
Item 19 as filed, and an offer of a call with a named rep.
- 05Human queue· OrchKernel
The question lands with that rep, marked as an earnings question.
- 06Call· People
Next morning the rep calls, stays inside Item 19 and points her to the franchisees listed in Item 20.
- 07Record· OrchKernel
The blocked draft, the reply, the rule and the call note go into the tamper-evident log.
The OrchKernel blueprint for a franchise brand
OrchKernel is the layer between AI agents and the systems a franchisor runs, as drawn in the missing layer. Agents send their actions through it; it checks the rules for that prospect, unit and state, holds what needs a person, and records what happened.
What it is not. OrchKernel is not a franchise management suite, a CRM, a POS or a royalty system, and it does not write your FDD. It governs only the actions sent through it: a vendor's own agent that texts leads directly is outside it unless routed through it.
The mechanisms
- Approvals
- The action waits for a named person, who sees exactly what will go out: the manual chapter with the new cost marked, the default notice with its cure period. It runs once, as approved.
- Rules
- Checked at the moment of action, the same way for every agent: no agreement link before the waiting periods end, no sales or profit figure outside the Item 19 text for that state, no text without recorded consent. A rule allows, holds or denies, with a reason.
- Acting on a named person's authority
- Development follow-up runs as the named rep, inside that rep's territory. Field follow-up runs as the assigned consultant, for that consultant's units only. The agent has no more access than the person.
- Data access by role and field
- A unit's P&L is visible to its consultant and finance; everyone else sees aggregated benchmarks. Applicant and employee fields stay hidden from corporate agents.
- Tamper-evident audit log
- Every request, rule result, approval and outcome, chained so an edited or deleted entry shows: which FDD version went to whom and when, what an agent was about to say and what was blocked. It is the record you need when someone says "you told me".
- Human queue
- Earnings questions, franchisee complaints, regulator contact and anything that looks like a decision about a franchisee's employee land with a named owner and a response time.
- Connections to your systems
- The brand connects its franchise management suite or development CRM (FranConnect, ClientTether, Salesforce or others), e-signature and FDD receipt tools, audit apps (Crunchtime, RizePoint or others), reputation tools (SOCi, Yext or others), POS feeds where Item 11 allows, and royalty billing and accounting. OrchKernel holds the credentials so agents never do.
Sixteen control points
Where a franchisor needs a control whatever tools it uses, who owns it, and what enforces it.
Selling franchises
Running the system
Franchisees' people and data
Records and regulators
What belongs elsewhere
- Systems of record
- The franchise management suite, the POS and the accounting system keep units, agreements, sales and royalties. OrchKernel does not replace any of them.
- Drafting the FDD and judging earnings claims
- Franchise counsel. OrchKernel can hold the approved Item 19 text and block anything else; it cannot decide what counts as a claim.
- Joint-employer exposure
- Employment counsel decides where your line is. OrchKernel can keep brand agents to recommendations.
- Vendor security
- A flaw inside a vendor's product, like the McHire default password, is for the vendor and your security review. OrchKernel limits what its own agents can reach.
- Bias audits of hiring tools
- HR, the franchisee as employer, and independent auditors.
- Antitrust review, food safety testing, franchisee consent
- Counsel, R&D and QA, and the advisory council under the agreement and the FDD.
OrchKernel is source-available under the Business Source License and runs on your own servers, so your counsel and your franchisees' advisers can read the code that enforces these controls.
Scorecard by stage
Record your baseline before Stage 1, then track the same numbers at each stage. Industry benchmarks for lead conversion, signing to opening, units per consultant and support volume are paid (FRANdata[53]), vendor claims, or do not exist. We have not quoted any we could not source.
What we could not find
Open questions from our research. If you have good data on any of them, write to support@prefero.ai.
- An independent survey of AI use by franchisors. The IFA's outlook counts about 832,500 franchise establishments in 2025[52] but says nothing public about AI; vendor figures are customer claims.
- Industry benchmarks for lead conversion, days from signing to opening, units per field consultant and support tickets per unit.
- How many franchisors already write AI rules into their manuals or FDDs. A scan of FDDs in state filing databases would answer it.
- How franchisees use their right to complain. The GAO counted about 5,900 franchise complaints to the FTC in 2018 to 2022, and most of its discussion groups did not know they could file[12].
- Whether the current FTC relies on its 2024 fee guidance and policy statement, and what California's regulator says about undisclosed fees.
- The full list of registration states, other states' termination rules, and whether California has funded broker registration.
- Who carries privacy duties for loyalty and app data, and bias audits for a hiring tool, when the brand picks the tool and the franchisee uses it.
- The SEC order settling with Presto, the McDonald's and IBM test details, and how city scheduling laws count franchisees' employees.
Sources
Sources were read in October 2026; dates are publication or data dates.
Primary sources
Federal and state regulators, legislatures, courts and SEC filings. Ratios marked as our arithmetic are calculated from the filed statements.
- 1FTC secures settlement against Xponential Fitness for Franchise Rule violations. Federal Trade Commission, 18 March 2026.
- 2Franchise Rule: information collection notice (document 2026-08686). Federal Register, 5 May 2026.
- 316 CFR 436.2: obligation to furnish documents. Cornell Legal Information Institute.
- 416 CFR 436.5: disclosure items. Cornell Legal Information Institute.
- 516 CFR 436.7: updating requirements. Cornell Legal Information Institute.
- 616 CFR 436.9: additional prohibitions. Cornell Legal Information Institute.
- 7Franchise Rule Compliance Guide. Federal Trade Commission.
- 8Staff guidance on undisclosed fees in franchising. Federal Trade Commission staff, 12 July 2024.Staff guidance, not binding on the Commission
- 9Policy statement on franchisors' use of contract provisions, including non-disparagement, goodwill and confidentiality clauses. Federal Trade Commission, 12 July 2024.Still listed in the FTC's legal library in October 2026
- 10FTC takes action to ensure franchisees' complaints are heard and protect against illegal fees. Federal Trade Commission, 12 July 2024.
- 11FTC announces crackdown on deceptive AI claims and schemes (Operation AI Comply). Federal Trade Commission, 25 September 2024.
- 12Franchises: additional actions could strengthen FTC oversight (GAO-23-105338). US Government Accountability Office, 5 April 2023.
- 13FTC v. Wyndham Worldwide Corp., No. 14-3514. US Court of Appeals for the Third Circuit, 24 August 2015.
- 14Wyndham Worldwide Corporation (case page and settlement). Federal Trade Commission, settled 11 December 2015.
- 1516 CFR Part 465: use of consumer reviews and testimonials. eCFR, effective 21 October 2024.Reused from our trade contractor research, not reopened
- 16Rytr LLC, In the Matter of (case page). Federal Trade Commission, complaint 25 September 2024; order set aside 22 December 2025.Reused from our trade contractor research, not reopened
- 17FCC makes AI-generated voices in robocalls illegal. Federal Communications Commission, 8 February 2024.Reused from our staffing research, not reopened
- 1829 CFR 103.40: joint employers. Cornell Legal Information Institute.
- 19NLRB: standard for determining joint employer status (document 2026-03955). Federal Register, 27 February 2026.
- 2021 CFR 101.11: nutrition labeling of standard menu items in covered establishments. Cornell Legal Information Institute.
- 21Business Trends and Outlook Survey, sector and national data, question 7. US Census Bureau, reference period 24 August to 6 September 2026.
- 22California Corporations Code 31110: registration before offer or sale. California Legislative Information.
- 23Minnesota Statutes 80C.02: registration requirement. Minnesota Office of the Revisor of Statutes.
- 24New York General Business Law 683: registration of offers. New York State Senate.
- 25RCW 19.100.020: registration required. Washington State Legislature.
- 26RCW 19.100.180: franchisee bill of rights. Washington State Legislature.
- 27Franchise Act interpretive statement FIS-09: fees not disclosed in the FDD. Washington Department of Financial Institutions, 1 November 2023.
- 28California Business and Professions Code 20020: termination for good cause. California Legislative Information.
- 29SB 919 (Chapter 518, Statutes of 2024): franchise brokers. California Legislative Information, approved 24 September 2024.
- 30AB 325 (Chapter 338, Statutes of 2025): common pricing algorithms. California Legislative Information, chaptered 6 October 2025.
- 31AB 1228 (Chapter 262, Statutes of 2023): fast food restaurant industry. California Legislative Information.
- 32SB 7 (2025): automated decision systems in employment, bill status. California Legislative Information, vetoed 13 October 2025.
- 33Civil Rights Council secures approval for regulations on employment discrimination related to artificial intelligence. California Civil Rights Department, 30 June 2025.Reused from our staffing research, not reopened
- 34CCPA updates, risk assessments and automated decisionmaking technology regulations. California Privacy Protection Agency, effective 1 January 2026.Reused from our staffing research, not reopened
- 35Automated employment decision tools (Local Law 144). NYC Department of Consumer and Worker Protection, enforced since 5 July 2023.Reused from our staffing research, not reopened
- 36HB 3773 (Public Act 103-0804), amending the Illinois Human Rights Act. Illinois General Assembly.Reused from our staffing research; ilga.gov could not be opened in October 2026
- 37SB26-189: automated decision-making technology. Colorado General Assembly, signed 14 May 2026.Reused from our staffing research, not reopened
- 38Mobley v. Workday, Inc., No. 3:23-cv-00770 (N.D. Cal.): docket. CourtListener (RECAP archive).Reused from our staffing research, not reopened
- 39Secure Scheduling Ordinance. Seattle Office of Labor Standards.
- 40ORS 653.436: advance notice of work schedule. Oregon Revised Statutes (via oregon.public.law).
- 41Franchising Code of Conduct. Australian Competition and Consumer Commission.
- 42McDonald's Corporation, annual report on Form 10-K for 2025. SEC EDGAR, filed 24 February 2026.
- 43Wingstop Inc., annual report on Form 10-K for fiscal 2025. SEC EDGAR, filed 18 February 2026.
- 44Yum! Brands, annual report on Form 10-K for 2025. SEC EDGAR, filed 20 February 2026.
- 45Restaurant Brands International, annual report on Form 10-K for 2025. SEC EDGAR, filed 20 February 2026.
- 46Planet Fitness, annual report on Form 10-K for 2025. SEC EDGAR, filed 25 February 2026.
- 47Xponential Fitness, annual report on Form 10-K for 2025. SEC EDGAR, filed 4 March 2026.
- 48Xponential Fitness, quarterly report on Form 10-Q for the second quarter of 2026. SEC EDGAR, filed 7 August 2026.
- 49Presto Automation, quarterly report on Form 10-Q for the quarter ended 31 December 2023. SEC EDGAR, filed 21 February 2024.
- 50Presto Automation filings, including the Nasdaq delisting notice (Form 25-NSE). SEC EDGAR, 6 September 2024.
- 51SoundHound AI, annual report on Form 10-K for 2025. SEC EDGAR, filed 2 March 2026.
Industry bodies and independent research
The International Franchise Association's outlook (prepared by FRANdata), franchisee survey and benchmark firms whose full data is paid, and independent security researchers.
- 522026 Franchising Economic Outlook. International Franchise Association, prepared by FRANdata, 2026.Headline figures only; the full report is gated
- 53
- 54Franchisee satisfaction research. Franchise Business Review.Survey scale only; brand results are paid
- 55McHire: 64 million applicant records exposed. Ian Carroll and Sam Curry, independent security researchers, 30 June 2025.
Vendor sources
Published by companies that sell software to franchisors and multi-location brands. Directional, not an industry benchmark.
- 56
- 57
- 58
- 59
- 60
- 61Conversational hiring for high-volume employers. Paradox (part of Workday), read October 2026.Vendor source
Company and press
News coverage and an encyclopedia summary of reporting we could not open directly.
- 62Taco Bell (section on voice AI at the drive-thru, citing The Wall Street Journal, August 2025). Wikipedia.Secondary source; the underlying article was not opened
- 63McDonald's to end IBM AI drive-thru test. CNBC, 17 June 2024.Could not be opened in October 2026; details to be confirmed