Peer Set Metrics Bifurcation Placement Gap Map Allocation Engage Stratenity
OneMindStrata Strategic Scan · Capability Premium Benchmark · May 2026
Cross-Sector Benchmark Investor Research · Public Markets Reference: SS-2026-04

The Capability Premium Benchmark.
Where firms sit on the 2026 capability distribution.

A peer-set benchmark of S&P 500 firms by AI capability disclosure across thirteen metrics in three categories — financial, operational, market. The bifurcation has reached 5−6 percentage points of net margin and 12 points of revenue growth between the AI-capability frontier and the rest. This scan maps the distribution.

01 · Scope & Peer Set

Two peer sets. One bifurcation.

Per the Stratenity Industry Benchmark Framework v1.0, peer-set construction is the most consequential decision in any benchmark engagement. The two peer sets below are constructed from S&P 500 constituents segmented by AI-capability disclosure — the variable the scan is built to test. The peer-set boundary is observable and stable at the firm level. Inclusion criteria signed off; exclusion logic documented.

Peer Set A · AI-Capability Disclosed

The Capability-Disclosing cohort.

~105firms

S&P 500 firms that disclose measurable AI benefits in earnings calls, 10-K MD&A, or investor materials — per Morgan Stanley Research's count of 21% of S&P 500 constituents.1

Inclusion: explicit AI-attributable operational outcomes disclosed in FY2024 or FY2025 reports.
Inclusion: AI investment quantified in capex or R&D commentary.
Exclusion: AI mentioned only as risk factor or competitive context.
Exclusion: AI vendor-customer relationship without internal capability claim.
Representative Constituents
Microsoft, Alphabet, Meta, Amazon, NVIDIA, Visa, Mastercard, JPMorgan, ServiceNow, Salesforce, Adobe, Walmart
Peer Set B · Non-Disclosing Reference

The S&P 500 ex-Capability reference.

~395firms

The remaining S&P 500 constituents — firms either silent on AI or disclosing adoption metrics without operational outcomes. The reference cohort against which the capability cohort is benchmarked.1

Default constituency: S&P 500 firms not in Peer Set A.
Includes firms with adoption metrics but no operational outcome disclosure.
Excluded: pure financial holding companies and investment trusts.
Comparability flag: sector-mix differs from Peer Set A — sector-relative cuts applied in placement.
Sector Distribution
Heavily weighted to Energy, Materials, Real Estate, Health Care, Consumer Staples, and traditional Industrials — sectors with lower AI-capability disclosure rates.
02 · Metric Library & Distribution

Thirteen metrics. Three categories. One distribution per metric.

Per the IBF SOP, every Stratenity benchmark draws metrics from three canonical categories: financial, operational, market. Each metric carries a comparability card — formula, data window, comparability confidence. Distribution cuts below are top-quartile / median / bottom-quartile across the relevant peer universe, sourced from cited investor-research providers and SEC filings.

Tier Legend Frontier · Top Decile Top-Quartile · 75th Median · 50th Bottom · 25th
01
Category 01 · Financial
How efficiently the firm converts revenue into profit and cash.
5 metrics
Metric Formula Frontier Top-Q Median Bottom Conf.
Net Margin
S&P 500 · Q3 2025		 Net Income / Revenue · TTM 29.5% 19.6% 13.6% 7.3% High
Operating Margin
S&P 500 · FY2025		 EBIT / Revenue · TTM 24.0% 19.3% 13.2% 9.5% High
EPS Growth YoY
Q1 2026 estimates		 Δ Diluted EPS / Prior · YoY 53.2% 28.7% 12.1% 3.0% High
Net Margin Trajectory
FY2024 → Q3 2025		 Δ Net Margin · 5 quarters · bps +410 bps +200 bps +100 bps −50 bps Medium
Free Cash Flow Margin
S&P 500 · TTM		 FCF / Revenue · TTM 22.0% 15.5% 9.8% 4.2% Medium
Sources FactSet Earnings Insight Q1 20262 S&P Dow Jones Indices · GuruFocus3 DWS S&P 500 EPS Tracker Q3 20254
02
Category 02 · Operational
How effectively the firm executes day-to-day — productivity, cost, and asset turnover.
4 metrics
Metric Formula Frontier Top-Q Median Bottom Conf.
Sales Growth YoY
Q3 2025 · bottom-up		 Δ Revenue · TTM YoY 17.5% 10.5% 5.3% 1.0% High
Operating Margin Expansion
2-year window · bps		 Δ Op. Margin · 8 quarters · bps +550 bps +250 bps +90 bps −120 bps Medium
SG&A as % of Revenue
FY2025		 SG&A / Revenue · TTM (lower better) 10.5% 14.2% 19.0% 26.5% Medium
Capex Intensity
FY2025 · AI & infra-tilted		 Capex / Revenue · TTM 14.0% 8.5% 5.2% 2.1% Medium
Sources DWS S&P 500 EPS Tracker Q3 20254 Morgan Stanley AI Market Trends 20261
03
Category 03 · Market
How the market prices, positions, and rewards the firm — multiples, growth posture, and re-rating signal.
4 metrics
Metric Formula Frontier Top-Q Median Bottom Conf.
EV / Revenue
Software · AI-tier		 Enterprise Value / Revenue · TTM 21.2× 12.0× 5.5× 2.8× High
Forward P/E Ratio
S&P 500 · current		 Price / NTM Earnings 35.0× 26.0× 20.9× 14.0× High
EPS Estimate Revision
since 2024 · YTD		 Δ Consensus EPS · since FY24 · % +22.9% +8.0% +1.5% −8.2% High
Multiple Re-rating
FY24 → Q1 2026		 Δ EV/Rev multiple · 5 quarters +5.0× +1.5× flat −3.0× Medium
Sources PitchBook Q1 2026 AI Public Comp Sheet5 FactSet Earnings Insight Q1 20262 SaasRise / SEG Research6
03 · The Bifurcation, Quantified

Capability cohort vs. S&P 500 reference.

Side-by-side performance across the metric library. Each row pairs the capability-disclosing cohort and the non-disclosing reference, with the absolute gap on the right. The bifurcation is largest on the operational metrics — sales growth, margin trajectory — and translating into the market metrics with a 12-24 month lag.

Capability Cohort vs. S&P 500 ex-Capability · Q3 2025

The data shows a structural separation, not a thematic one.

Capability Cohort
29.5%
IT Sector Net Margin
+22.2 pp
Health Care · Reference
7.3%
Great 8 (Capability Anchor)
17.5%
Sales Growth · Q3 YoY
+12.2 pp
S&P 500 ex-Great 8
5.3%
Great 8 EPS · ex-META charge
28.7%
EPS Growth · Q3 YoY
+16.6 pp
S&P 500 ex-Great 8
12.1%
Great 8 · revised UP
+22.9%
2025 EPS Revision · since 2024
31.1 pp
S&P 500 ex-Great 8 · revised DOWN
−8.2%
AI-Native Software
21.2×
EV/Revenue · Software Tier
+15.7×
Legacy SaaS
5.5×

Read together, the rows describe a structural bifurcation: the capability cohort is growing faster, expanding margin faster, and getting EPS estimates revised up while the reference cohort is getting EPS estimates revised down. The market is pricing this dispersion explicitly — the 285% AI-native premium in software multiples5 is the same phenomenon at the valuation layer.

04 · Named-Firm Percentile Placement

Where named firms sit on the capability distribution.

A representative subset of S&P 500 constituents placed on the distribution per the metric library above. Placement is sector-relative — a firm in IT is benchmarked against IT peers, a firm in Health Care against Health Care peers — and weighted to the metrics with disclosure currency. This is illustrative. Full named-firm placement across the universe is the deliverable of a Stratenity engagement.

Firm Quartile Anchoring Evidence Position
NVIDIA Information Technology Q1 Frontier on every category. Sales growth and margin expansion both at the top decile of the distribution; AI capex anchor for the entire ecosystem; multiple re-rating sustained through Q1 2026 repricing.5 Overweight
Microsoft Information Technology Q1 Workflow redesign and capability investment disclosed across Azure AI, Copilot, and enterprise integration. Top-quartile on financial and operational; frontier on multiple expansion through 2024-25.1,4 Overweight
Alphabet Communication Services Q1 EPS surprise drove Q1 2026 net margin and growth-rate revisions; net margin trajectory positive, capex held through trough, capability investment in Gemini and DeepMind sustained.2 Overweight
Meta Communication Services Q1 Q1 2026 EPS surprise contributed materially to S&P 500 53.2% Comm Services growth print; capex commitments raised, capability investment sustained through margin compression.2 Overweight
JPMorgan Financials Q2 Financials sector net margin +1.9 pp YoY; explicit AI program disclosures and multi-year capability investment in trading, fraud, customer service. Inside the J-curve, repricing window 12-18 months out.2 Constructive
Visa Financials Q2 Operating margin near top-quartile; AI investment in fraud and authorization disclosed; margin trajectory + capex persistence both visible — classic Q2 capability builder.1 Constructive
Walmart Consumer Staples Q2 Sales growth top-quartile within Consumer Staples; AI deployments in supply chain and merchandising disclosed with operational outcomes named; thin sector margins limit absolute amplitude but trajectory is intact.1 Constructive
Sector Median · Industrials Industrial firms (representative) Q3 Adoption disclosures present (AI in predictive maintenance, supply chain) but operational outcomes rarely named; margin trajectory flat to slightly compressing; J-curve not yet visible in the data.7 Underweight
Sector Median · Health Care Health Care providers (representative) Q3 Net margin −0.9 pp YoY at the sector level; AI disclosures concentrated on adoption (clinical pilots, scribing tools) without P&L outcome attribution. Sector-wide capability gap.2 Underweight
Sector Median · Energy Energy producers (representative) Q4 Net margin 7.5% — bottom of S&P 500 distribution; minimal AI disclosure beyond risk-factor mentions; capability investment cut during 2024 margin compression. Narrative-without-substance pattern at sector level.8 Avoid
05 · Gap Classification & Best-Practice Tier

Four gap types. Not every gap is closeable.

Per the IBF SOP Stage 07, every metric gap surfaced in a benchmark engagement is classified — closeable, structural, definitional, or genuinely-better. Best-practice target named per gap, never assumed to be the frontier. The right target depends on the firm's size class, capital base, strategic positioning, and capability foundation.

Gap Type 01 · Closeable

Margin trajectory can move with capability investment.

Most relevant for Q2 capability builders. A Health Care firm at sector-median net margin (7.3%) can plausibly move toward sector top-quartile (11.5%) with disciplined operating-model redesign and capability ownership. Best-practice tier target: top-quartile, not frontier. Closing distance is achievable; closing it to the IT frontier (29.5%) is not.2

Gap Type 02 · Structural

Margin profile reflects business model, not management failure.

Energy and Real Estate face structural gaps. The 7.5% net margin in Energy reflects commodity exposure and capital intensity, not AI capability dispersion. Closing the gap requires strategic re-positioning, not operational improvement — and re-positioning is rarely the right move. Best-practice target here: median within the sector, not cross-sector frontier.2

Gap Type 03 · Definitional

Adjusted EBITDA differs by 200–400 bps across peers.

Most metrics carry definitional drift. Stock-based compensation, lease accounting, and one-time charges are treated inconsistently across peer disclosures. Comparability cards lock the formula at the engagement level — "EBITDA margin" means a specific calculation, not whatever the peer reports. Without lock, every benchmark is wrong by 200-400 bps before the analysis begins.9

Gap Type 04 · Genuinely Better

The Great 8 are operating in genuinely-better territory.

Q1 frontier firms exhibit genuinely-better gaps. When a firm sits at top-decile across all three categories — financial, operational, market — the implication is to defend the position or invest to extend the lead, not to close a gap. The risk is complacency, not underperformance. Position implications differ accordingly: maintain, do not pursue.4

06 · Allocation Implications

Four moves — sequenced, anchored to specific metric gaps.

Each move ties to a specific metric gap from the library above — the conviction signal that supports the position, the reversal trigger that ends it, and the horizon over which the implication plays out. Implications without conviction signals are wishes; implications without reversal triggers are prayers.

01
→ Move 01 · Sequence A

Overweight Q1 frontier firms within capability-disclosing sectors.

The Q3 2025 net margin gap of 22.2 percentage points between IT (29.5%) and Health Care (7.3%) is the empirical residue of the bifurcation thesis. Within sector exposure, concentrate capital in firms scoring frontier or top-quartile across all three metric categories — the financial / operational / market triangulation. Anchor metrics: net margin trajectory and multiple re-rating.

ANCHORS: Net Margin (Cat 01) · Op Margin Expansion (Cat 02) · Multiple Re-rating (Cat 03)
Conviction Signal
Q1 placement on 3 of 3 categories
Reversal Trigger
Margin trajectory inverts 2 quarters
Horizon
12–24 months for repricing
Priority
A · Core
02
→ Move 02 · Sequence A

Constructive on Q2 capability builders with closeable financial gaps.

Firms exhibiting capability disclosure plus closeable financial gaps represent the structural opportunity. Examples: Financials at +1.9 pp YoY net margin trajectory with disclosed capability investment; Consumer Staples firms (e.g., Walmart) with named operational outcomes and top-quartile sales growth. The opportunity is in the gap between current valuation and post-emergence repricing — the 12-24 month window before the financial statements confirm the J-curve emergence.

ANCHORS: Net Margin Trajectory (Cat 01) · Sales Growth (Cat 02) · EPS Revisions (Cat 03)
Conviction Signal
Top-Q on Cat 01 + Cat 02 jointly
Reversal Trigger
EPS revisions go negative 2 cycles
Horizon
12–24 months
Priority
A · Core
03
→ Move 03 · Sequence B

Underweight Q3 firms with adoption disclosure but no margin trajectory.

The diagnostic Q3 pattern is the firm with adoption metrics in disclosures — "every team using AI", "deployed across the enterprise" — without operating margin expansion or capex persistence behind the language. The S&P 500 ex-Great 8 EPS revision of −8.2% since 20244 is the empirical signature of this cohort. Within sector exposure, underweight relative to benchmark; reversal trigger is the firm beginning to disclose specific operational outcomes that drive Cat 02 metrics.

ANCHORS: Op Margin Expansion (Cat 02) · EPS Revisions (Cat 03)
Conviction Signal
Cat 02 score flat 4+ quarters
Reversal Trigger
Operational outcomes appear in disclosures
Horizon
Continuous · on disclosure cycle
Priority
B · Risk Reduction
04
→ Move 04 · Sequence C

For PE / portcos: apply the same metric library to your book.

For private-equity managers and growth-equity investors, the metric library applies twice — to new investment opportunities and to existing portcos. The Q1/Q4 bifurcation is present inside most diversified portfolios, often invisibly. Apply the financial / operational / market triangulation across portcos to surface firms scoring Q3/Q4 today; without intervention, those firms will trade at the structural valuation discount at exit, and the discount is widening in line with the public-market repricing.5

ANCHORS: All 13 metrics applied at portco level · Cat 03 multiple re-rating used as exit-pricing proxy
Conviction Signal
Portco scoring Q3 or below on all 3 cats
Reversal Trigger
Cat 02 expansion within 18 months
Horizon
12–36 months to exit
Priority
C · Operational
Engage Stratenity

Apply this benchmark to your portfolio — with named-firm placement on every metric in the library.

OneMindStrata Strategic Scans apply this 13-metric library to your specific universe — portfolio, target watchlist, or sector mandate — producing named-firm placement on every metric, with the comparability cards behind every claim and sequenced moves anchored to specific gaps. Initial conversations are 90 minutes and start with the universe you're underwriting.

Schedule a Conversation
07 · Comparability Manifest

Verified sources. Every distribution traceable.

◆ Source Manifest · Public Data & Persistent Links

Sources cited in this benchmark, each with persistent link.

This Strategic Scan was produced by OneMindStrata under the comparability discipline of the Stratenity Industry Benchmark Framework v1.0. Every distribution cut, every percentile, and every named-firm placement traces to a public source listed below. Where distributions combine multiple sources, the combination is documented. No distributional values are estimated or inferred without sourced anchors.

◇ Primary Distribution Sources
[1]
Morgan Stanley Research. (2026, March). AI market trends 2026: Global investment, risks, and buildout. Morgan Stanley Institute. 21% of S&P 500 firms cite measurable AI benefits; AI adopters seeing cash-flow margin expansion at ~2× the global average. morganstanley.com/insights/articles/ai-market-trends-institute-2026
[2]
FactSet. (2026, May). Earnings Insight — S&P 500 Q1 2026. FactSet Research Systems. Sector-level net margin distributions Q3 2025 (IT 29.5%, Comm Services 21.4%, Financials 19.9%, Health Care 7.3%, Energy 8.0%); Q1 2026 earnings growth rate 27.1%; sector-level YoY changes. factset.com/earningsinsight
[3]
S&P Dow Jones Indices · GuruFocus. (2025, December). S&P 500 Operating Margin (TTM). Operating margin 13.16% as of 2025-12-31; historical median 10.16%; IT sector operating margin median 19.32%, current ~24%. gurufocus.com/economic_indicators/4226/sp-500-operating-margin
[4]
DWS / FactSet. (2025, November). S&P 500 EPS Tracker: 3Q25. DWS Investment GmbH. S&P 500 net margin 13.6% Q3 2025 vs 12.6% YoY. Great 8 (AAPL, AMZN, GOOG, META, MSFT, NFLX, NVDA, TSLA) Q3 EPS growth 17.6% (28.7% ex-META charge) vs 12.1% S&P ex-Great 8. Sales growth 17.5% vs 5.3%. 2025 EPS estimate revisions: Great 8 +22.9%, ex-Great 8 −8.2% since 2024 start. dws.com (Q3 2025 EPS Tracker)
[5]
PitchBook. (2026, Q1). Q1 2026 AI public comp sheet and valuation guide. AI-native vs Legacy SaaS multiples (21.2× vs 5.5× median EV/Revenue). AI vertical conglomerates fell 37% Q1 2026 vs S&P 500 −4.6%. pitchbook.com/news/reports/q1-2026-ai-public-comp-sheet-and-valuation-guide
[6]
SaasRise / SEG Research. (2026). The AI Software Valuation Report 2026. AI-Native vs Legacy SaaS valuation tiers; M&A multiple distributions; SEG Research 1-3× AI premium documentation. saasrise.com/blog/the-ai-software-valuation-report-2026
[7]
Multiples.vc. (2026, April). Public software valuation multiples — April 2026. Intra-sector dispersion within horizontal SaaS, infrastructure SaaS, and vertical SaaS by AI integration. multiples.vc/insights/software-saas-valuation-multiples
[8]
FactSet. (2025, October). S&P 500 reporting net profit margin above 5-year average for 6th straight quarter. FactSet Earnings Insight. Sector-level Q3 2025 net margin distributions and YoY changes. Energy 8.0% (vs 9.8% 5-year avg); Health Care 7.3% (vs 9.3%); seven sectors above 5-year average. insight.factset.com/sp-500-reporting-net-profit-margin-above-5-year-average-for-6th-straight-quarter
[9]
Stratenity. (2026, May). Industry Benchmark Framework SOP v1.0. Internal Operating Document. The comparability discipline applied to this benchmark — peer-set construction, metric definition lock, comparability card structure (formula / peer set / data window / adjustments / confidence / distribution shape), best-practice tier rule, gap classification taxonomy.
◇ Theoretical Anchors
[10]
Challapally, A., et al. (2025). The GenAI Divide: State of AI in Business 2025. MIT Project NANDA, MIT Media Lab. 95% of enterprise generative AI pilots fail to deliver measurable P&L impact. Reported in Fortune (2025, August 18). fortune.com (MIT NANDA report)
[11]
Brynjolfsson, E., Rock, D., & Syverson, C. (2021). The productivity J-curve: How intangibles complement general purpose technologies. American Economic Journal: Macroeconomics, 13(1), 333-372. The canonical framework for general-purpose technology adoption: productivity falls before it rises because complementary intangible investments take years to compound. aeaweb.org/articles?id=10.1257/mac.20180386
[12]
BlackRock Investment Institute. (2026, January). 2026 views: Income, selectivity and dispersion. Frames AI as both productivity opportunity and competitive filter; dispersion expected to widen across companies, sectors, and households. blackrock.com (2026 outlook)
◇ Methodological Notes
M-01
Peer Set A construction: S&P 500 firms tagged as "AI-Capability Disclosed" use Morgan Stanley's 21% S&P 500 figure as the population anchor. Named representative constituents drawn from public earnings call disclosures and 10-K MD&A sections through Q1 2026.
M-02
Distribution cuts: Frontier (top decile), Top-Q (75th percentile), Median (50th), Bottom (25th) per IBF Stage 06 standard. Where source data is reported as sector-level rather than firm-level (e.g., FactSet sector net margin), the sector is used as the percentile cut anchor.
M-03
Comparability confidence: "High" indicates direct firm-level disclosure with reconciled definitions; "Medium" indicates indirect inference (e.g., sector-level proxy applied to firm-level placement). Confidence scoring follows IBF SOP Section 05.
M-04
Named-firm placement: Illustrative subset based on public disclosures. Full universe placement with comparability cards per metric is the deliverable of a Stratenity engagement, not this scan.
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