AI Absorption Ledger / PG

Procter & Gamble

PG · Q2 2026 · reported 2026-07-29 · revenue $21.20bn

Assessment

The quarter is the company's fiscal fourth quarter, ended 2026-06-30; its three-month lines are the year in the 10-K less the nine months in the Q3 10-Q, and the three-month restructuring charges are the release's own figures. AI appears in the CEO's prepared remarks on the capabilities the company is scaling, and channels open for brand-building content and media work with AI-enabled tools (claims c1 and c2), internal work processes run with AI capabilities and data platforms (claims c3 and c4), and faster innovation from AI-enabled molecular discovery (claim c6). Each is relabelled and unsized because AI is named beside other tools, capabilities or changes and nothing separates its part. Brand building and molecular discovery read described; internal work reads directional, since the CEO gives discovery-to-execution time moving from weeks to hours in many cases, credited to the automated processes as a whole.

The supply chain channel opened in Q3 reads not mentioned: the CEO describes Supply Chain 3.0 and the automation of operations without naming AI (claims c7 and c8). The cost story is again told through productivity and restructuring: the CFO credits fiscal 2026 with of productivity improvement across cost of goods sold and SG&A (claim c9), half of the planned headcount reduction has been executed (claim c10), and the plan cuts up to non-manufacturing overhead roles (claim c12). None of it is attributed to AI. Selling, general and administrative expense grew on a year earlier and cost of products sold , against net sales growth of .

The CEO says shopping agents and AI-based search will affect how consumers shop, and the 10-K lists AI based search among the ways consumers engage with the brands (claims c13 and c15); no spend, traffic or sales loss is named, so neither is a toll. The 10-K's statement that technologies including AI offer new capabilities to innovate, produce and market (claim c14) is an aim with no tool or measure, kept as context. No AI spend, vendor or AI-attributed revenue figure is given anywhere in the quarter.

Cost displaced by AI2 channels · 2 not sized

operations · cheap to verify

Manufacturing and supply chain work automated in part with AI

Not sized

No source in the quarter names AI in the supply chain or manufacturing, so no movement is attributed to it.

inscrutabledisclosure: not mentioned· motive: exploratory· before LLMs: relabelled

The CEO describes Supply Chain 3.0 and the automation of operations, and the CFO a year of productivity improvement, without naming AI (claims c7, c8 and c9). Cost of products sold was net of incremental restructuring charges, up on a year earlier before those charges. The channel is carried with no reading of its own.

Evidence: 0 quotes, 2 figures, 1 confound, 4 from before coverage

Manufacturing, warehousing and quality cost avoided because Supply Chain 3.0 applies AI among other technologies in plants and the supply chain. Asked whether the program is the company's way of deploying AI, the CFO said he would not call it AI: some of it is AI, a lot of it is more basic automation (unattended shifts, unattended warehousing, touchless quality), and all of it sits inside the company's productivity commitments. Nothing separates AI's part, so the channel is read under the rule for AI named beside another cause. The effect would show in cost of products sold, which also holds materials, labor, depreciation and distribution. The 2025 portfolio and productivity plan (non-manufacturing overhead reductions, brand and market exits, supply chain optimization) is a confound, not this channel.

Why this motive

Carried from the prior quarter, read as exploratory; the quarter describes Supply Chain 3.0 and the automation of operations without naming AI, and silence is not evidence about motive.

Before LLMs: relabelled

At the anchor Supply Chain 3.0 was already one of four declared focus areas (claim pg-anchor-c1), the 10-K described next-level supply chain capabilities for a new level of productivity (claim pg-anchor-c2) and its risk factors said in general terms that the company periodically adopts technologies enabled by machine learning or artificial intelligence (claim pg-anchor-c3), a risk-factor statement that does not show AI in the supply chain; cost of products sold was for fiscal 2024. No covered source shows a cost line, rate or volume moving because of AI, so the activity is read as renamed rather than expanded.

“We continue to improve the execution of the integrated strategy with four focus areas: Supply Chain 3.0, digital acumen, environmental sustainability, and the employee value equation.”
CFO, prepared remarks, earnings call, 2023-10-18
“2) increasing digital acumen to drive consumer and customer preference, reduce cost and enable rapid and efficient decision making, 3) developing next-level supply chain capabilities to enable flexibility, agility, resilience and a new level of productivity”
Filing, mdna, 10-K periodic report, 2024-08-05
“Periodically, we and/or our suppliers also upgrade IT/OT systems or adopt new technologies, including those enabled by machine learning or artificial intelligence.”
Filing, risk factors, 10-K periodic report, 2024-08-05
“Cost of products sold is primarily comprised of direct materials and supplies consumed in the manufacturing of product, as well as manufacturing labor, depreciation expense and direct overhead expenses necessary to acquire and convert the purchased materials and supplies into finished products.”
Filing, notes, 10-K periodic report, 2024-08-05

Figures

  • Cost of products sold net of incremental restructuring charges · 2026-CQ2
  • Growth in cost of products sold on the prior-year quarter · 2026-CQ2

What else could explain it

  • transformation program: The CEO describes Supply Chain 3.0 as connecting point-of-purchase data to production planning and material ordering and says the company knows how to digitize and automate its operations (claims c7 and c8), and the CFO credits fiscal 2026 with of productivity improvement across cost of goods sold and SG&A (claim c9); none of it is attributed to AI.

By quarter

  • Q1 2026described · described, no size · exploratory
  • Q2 2026not mentioned · inscrutable · exploratory

back office · cheap to verify

Internal work processes run with AI capabilities and data platforms

Not sized

The CEO credits faster internal processes to AI capabilities together with integrated data platforms and programmatic shelf tools (claims c3 and c4) and gives no measure of AI's part, so under the methodology rule for AI named beside another cause no ballpark is built on a judgment AI share. The ceiling is selling, general and administrative expense, net of incremental restructuring charges, quoted in the metrics.

described, no sizedisclosure: direction only· motive: exploratory· before LLMs: relabelled

In prepared remarks the CEO describes internal work processes transformed with integrated data platforms, AI capabilities and programmatic shelf tools, processes with many hand-offs being automated, discovery-to-execution time moving from weeks to hours in many cases, and smaller teams once the capabilities are fully active. The weeks-to-hours change is a direction with a rate on a work measure, so the state is directional; it is credited to the automated processes as a whole, AI being one of several named causes, so the strength stays described and no saving is measured. The restructuring that is cutting non-manufacturing overhead roles is not attributed to AI and is a confound. The channel opens in this quarter, relabelled, directional and unsized.

Evidence: 7 quotes, 4 figures, 3 confounds, 4 from before coverage

Overhead and brand-team time saved because teams use integrated data platforms, AI capabilities and programmatic shelf tools to automate processes that once needed several hand-offs; the CEO says time from discovery to execution moves from weeks to hours in many cases and that full activation will enable smaller teams. AI is named beside data platforms and programmatic shelf tools, and nothing separates its part. The line it would show in is overhead inside selling, general and administrative expense. The 2025 portfolio and productivity plan, with up to a stated number of non-manufacturing overhead roles cut by the end of fiscal 2027, is a confound: the company does not attribute the reduction to AI.

Why this motive

The CEO names AI capabilities beside integrated data platforms and programmatic shelf tools and credits faster processes to the set (claims c3 and c4). A result credited to several changes together does not meet the efficiency tell for any one of them, and no cost line is shown to move on AI's account, so the reading is exploratory.

Before LLMs: relabelled

At the anchor digital acumen was already a declared focus area, meant to reduce cost and enable rapid and efficient decision making (claims pg-anchor-c1 and pg-anchor-c2), and the 10-K risk factors said in general terms that the company periodically adopts technologies enabled by machine learning or artificial intelligence (claim pg-anchor-c3), a risk-factor statement that does not show AI in internal work; selling, general and administrative expense, which holds overhead, was for fiscal 2024. No line, rate or volume is shown to move because of AI alone, so the tie-break reads the channel as relabelled.

“We continue to improve the execution of the integrated strategy with four focus areas: Supply Chain 3.0, digital acumen, environmental sustainability, and the employee value equation.”
CFO, prepared remarks, earnings call, 2023-10-18
“2) increasing digital acumen to drive consumer and customer preference, reduce cost and enable rapid and efficient decision making, 3) developing next-level supply chain capabilities to enable flexibility, agility, resilience and a new level of productivity”
Filing, mdna, 10-K periodic report, 2024-08-05
“Periodically, we and/or our suppliers also upgrade IT/OT systems or adopt new technologies, including those enabled by machine learning or artificial intelligence.”
Filing, risk factors, 10-K periodic report, 2024-08-05
“Selling, general and administrative expense (SG&A) is primarily comprised of marketing expenses, selling expenses, research and development costs, administrative and other indirect overhead costs, depreciation and amortization expense on non-manufacturing assets and other miscellaneous operating items.”
Filing, notes, 10-K periodic report, 2024-08-05

Figures

  • Selling, general and administrative expense net of incremental restructuring charges · 2026-CQ2
  • Growth in selling, general and administrative expense on the prior-year quarter · 2026-CQ2
  • Planned reduction in non-manufacturing overhead personnel under the restructuring plan · 2025-07-01..2027-06-30
  • Change in total employees on the prior year, as of fiscal year end · as-of 2026-06-30

What else could explain it

  • other: AI capabilities are named beside integrated data platforms, programmatic shelf tools and a data lake (claim c3), and the faster discovery-to-execution time is credited to the automation of processes as a whole (claim c4); nothing separates AI's part.
  • transformation program: The restructuring plan cuts up to non-manufacturing overhead roles by the end of fiscal 2027 (claim c12); the CFO says half of the headcount reduction has been executed (claim c10). The company does not attribute the reduction to AI. The 10-K credits a change in employees of on the prior year to the restructuring program (claim c16) and names ongoing savings efforts in supply chain, marketing and overhead beside it (claim c17).
  • line composition: Overhead sits inside selling, general and administrative expense, net of incremental restructuring charges, which also holds marketing, selling and research and development; the line grew on a year earlier.

Quotes

“Second, transforming internal work processes, leveraging data capabilities to free up the organization to focus on winning externally. Teams are using integrated data platforms, AI capabilities, and programmatic shelf tools built on top of our fully stocked data lake to work faster and deliver better outcomes.”
c3 · CEO, prepared remarks, earnings call, 2026-07-29
“Processes that once required multiple touch points and handoffs are now being automated, improving both speed and quality. In many cases, time for discovery to execution is moving from weeks to hours, freeing up more time for higher-value work focused on winning with consumers.”
c4 · CEO, prepared remarks, earnings call, 2026-07-29
“Full activation of these advanced capabilities will enable speed in execution, smaller teams, and a stronger connection to the consumer to enable the next S-curve of growth and value creation for P&G.”
c5 · CEO, prepared remarks, earnings call, 2026-07-29
“We have the productivity savings now flowing through. Obviously, half of the headcount reduction has been executed. The major market restructuring has been executed. The benefits of that from a cost perspective will start to flow through into fiscal 2027.”
c10 · CFO, qa, earnings call, 2026-07-29
“These restructuring activities include a plan for a reduction of up to 7,000 non-manufacturing overhead personnel by the end of fiscal 2027.”
c12 · Filing, notes, 10-K periodic report, 2026-08-04
“As of June 30, 2026, the Company had approximately 104,000 employees, a decrease of 4% versus the prior year due to the ongoing restructuring program.”
c16 · Filing, business, 10-K periodic report, 2026-08-04
“In addition to our restructuring programs, we have additional ongoing savings efforts in our supply chain, marketing and overhead areas that yield additional benefits to our operating margins.”
c17 · Filing, mdna, 10-K periodic report, 2026-08-04

Revenue arriving through AI2 channels · 2 not sized

marketing · cheap to verify

Brand-building content and media work with AI-enabled tools

Not sized

The CEO credits trial, awareness, loyalty and growth to the brand-building transformation as a whole, bringing together the voice of the brands, trusted experts and consumers themselves (claim c2), of which AI-enabled tools are one named change (claim c1), and gives no measure of AI's part, so under the methodology rule for AI named beside another cause no ballpark is built on a judgment AI share. The ceiling is the sales the brand-building changes support, held in no separate line; the marketing spend it rides on sits in selling, general and administrative expense, net of incremental restructuring charges, with advertising costs of for fiscal 2026, quoted in the metrics.

described, no sizedisclosure: described· motive: exploratory· before LLMs: relabelled

The CEO, in prepared remarks, names AI-enabled tools as part of a brand-building transformation, scaled with integrated workflows from creative development to media activation to improve content effectiveness and consumer engagement. No tool, vendor, cost, conversion rate or sales lift is given; in Q&A the CFO discusses media effectiveness only in terms of media fragmentation. On the Q1 2026 call the CFO described a content creation toolbox for brand teams without calling it AI. The channel opens in this quarter, relabelled, described and unsized.

Evidence: 3 quotes, 3 figures, 3 confounds, 2 from before coverage

Sales gained because AI-enabled tools, scaled together with integrated workflows from creative development to media activation, improve content effectiveness and consumer engagement: the stated aim is trial, awareness, loyalty and growth. No measure, tool name, vendor or spend is given. The CFO separately describes raising the effectiveness of media spend as a response to media fragmentation without naming AI; that is a confound, not this channel. The work sits in marketing spending inside selling, general and administrative expense, of which advertising is the largest part. A saving on content production, if the company later sizes one, would be a separate savings channel.

Why this motive

The CEO names AI-enabled tools in brand building with an aim (content effectiveness, trial, awareness, loyalty and growth) and no measure, tool name or line moving (claims c1 and c2): the exploratory tell. The offensive tell needs a measured movement in conversion or revenue attributed to AI, and none is given.

Before LLMs: relabelled

At the anchor the company already invested in media and described sharper targeting across media with scaled capabilities and a rising return (claim pg-anchor-c4); advertising costs were for fiscal 2024, inside selling, general and administrative expense (claim pg-anchor-c6). The covered sources say the tools are AI-enabled but not that they are generative or language-model tools, and no line, rate or volume is shown to move because of them, so the tie-break reads the channel as relabelled.

“We continue to see opportunities in media, as we get sharper and sharper on our targeting across media around the world, and our capabilities are scaled, the ROI gets better.”
CFO, qa, earnings call, 2023-10-18
“Selling, general and administrative expense (SG&A) is primarily comprised of marketing expenses, selling expenses, research and development costs, administrative and other indirect overhead costs, depreciation and amortization expense on non-manufacturing assets and other miscellaneous operating items.”
Filing, notes, 10-K periodic report, 2024-08-05

Figures

  • Advertising costs, fiscal 2026 · FY2026
  • Selling, general and administrative expense net of incremental restructuring charges · 2026-CQ2
  • Growth in selling, general and administrative expense on the prior-year quarter · 2026-CQ2

What else could explain it

  • other: The aim (trial, awareness, loyalty and growth) is credited to the brand-building transformation as a whole, which brings together the voice of the brands, trusted experts and consumers themselves (claim c2); AI-enabled tools are one of the changes named in it (claim c1), and nothing separates AI's part.
  • transformation program: The CFO ties the opportunity in media effectiveness to media fragmentation and to investment in media capabilities, without naming AI (claim c11).
  • line composition: Marketing sits inside selling, general and administrative expense ( net of incremental restructuring charges in the quarter), which also holds selling, research and development and overhead; advertising costs were for fiscal 2026.

Quotes

“We are scaling AI-enabled tools and integrating workflows from creative development to media activation to continuously improve content effectiveness and always-on consumer engagement.”
c1 · CEO, prepared remarks, earnings call, 2026-07-29
“By bringing together the voice of our brands, trusted experts, and consumers themselves, we can more effectively reach the right consumers in the right context at the right moment and optimize what works to drive trial, awareness, loyalty, and ultimately, growth.”
c2 · CEO, prepared remarks, earnings call, 2026-07-29
“I firmly believe we have a big opportunity to increase the effectiveness of our media spend because of what Shailesh has continued to describe, the fragmentation of the media landscape. I don't think we're at 100% effectiveness potential, and that's the investment we're making in media capabilities.”
c11 · CFO, qa, earnings call, 2026-07-29

research · expensive to verify

Faster innovation from AI-enabled molecular discovery

Not sized

The CEO credits faster innovation to the company's substrate, formulation, device and biology capabilities and to new technologies like AI-enabled molecular discovery, one example of several (claim c6), and gives no measure, product or sales, so under the methodology rule for AI named beside another cause nothing separates AI's part and no ballpark is built on a judgment AI share. Research and development costs of for fiscal 2026 are context, not a ceiling on sales.

described, no sizedisclosure: described· motive: exploratory· before LLMs: relabelled

The CEO names AI-enabled molecular discovery in prepared remarks as an example of new technologies that, beside the company's existing innovation capabilities, will speed and integrate innovation. On the Q1 2026 call the CFO said a molecular discovery suite was already well in place without calling it AI, which does not open the channel. No product or sales are attributed to it. The channel opens in this quarter, relabelled, described and unsized.

Evidence: 1 quote, 1 figure, 1 confound, 2 from before coverage

Sales the company expects from faster innovation because new technologies like AI-enabled molecular discovery accelerate and integrate its research capabilities. The CEO names AI-enabled molecular discovery as one example of several new technologies, beside the company's substrate, formulation, device and biology capabilities, and gives no measure, product or sales, so nothing separates AI's part. The Q1 2026 call says a molecular discovery suite is already in use without calling it AI, which under the rule on passages that never name AI does not open the channel. Research and development cost sits in selling, general and administrative expense; R&D spend is not AI spend, and nothing is taken from that line. Formulation and safety errors are costly, so verification is expensive.

Why this motive

The CEO says new technologies like AI-enabled molecular discovery will drive faster innovation and growth (claim c6): an effect with no measure, product or line moving, the exploratory tell.

Before LLMs: relabelled

At the anchor the company already invested in research and development to invent new categories and innovate existing products (claim pg-anchor-c5); research and development costs were for fiscal 2024. No covered source shows a product, launch, rate or sales volume moving because of AI, so the tie-break reads the channel as relabelled.

“We invest in research and development and consumer insights to invent new categories or products and innovate our existing products, ensuring they meet evolving consumer needs and preferences.”
Filing, business, 10-K periodic report, 2024-08-05
“Selling, general and administrative expense (SG&A) is primarily comprised of marketing expenses, selling expenses, research and development costs, administrative and other indirect overhead costs, depreciation and amortization expense on non-manufacturing assets and other miscellaneous operating items.”
Filing, notes, 10-K periodic report, 2024-08-05

Figures

  • Research and development costs, fiscal 2026 · FY2026

What else could explain it

  • other: AI-enabled molecular discovery is named as one example of new technologies, beside the company's substrate, formulation, device and biology capabilities (claim c6); nothing separates AI's part of any faster innovation.

Quotes

“Third, taking our existing R&D advantages to a new level by leveraging our unique set of innovation capabilities, substrate technologies, formulate chemistry, devices, and biology to deliver breakthrough solutions in every part of the business. New technologies like AI-enabled molecular discovery will drive faster acceleration and more powerful integration of innovation capabilities, leading to faster growth.”
c6 · CEO, prepared remarks, earnings call, 2026-07-29

Reported lines, year-over-year growth

Revenue +1.5%

Q2 2026. No tracked cost line grew slower than revenue. A displaced cost shows up as a line that stays under the dashed revenue line. These are the audited lines, as first reported; nothing here is attributed to AI by the filing.

Cost of products soldSelling, general and administrative expenseRevenue
-10%-5%0%5%10%15%Q1 2025Q2 2025Q3 2025Q4 2025Q1 2026Q2 2026Selling, general and administrative expenseCost of products soldRevenue
Reported values and filings
LineQ1 2025Q2 2025Q3 2025Q4 2025Q1 2026Q2 2026
Net sales$19.78bn$20.89bn$22.39bn$22.21bn$21.23bn$21.20bn
Cost of products sold$9.69bn$10.63bn$10.89bn$10.83bn$10.72bn$10.92bn
Selling, general and administrative expense$5.52bn$5.90bn$5.64bn$6.01bn$5.94bn$6.33bn