Bar inventory benchmarks: quarterly archive 2024–2026
ExactPour measured beverage programs as a smaller, pre-brand operation starting in 2024. This archive publishes that first-party panel quarter by quarter, same formulas later shipped in the product, alongside cited National Restaurant Association market context. It is not the public opt-in peer network.
By ExactPour · Updated
Methodology
- Panel definition: independent beverage programs ExactPour measured while operating as a smaller practice without a public website/brand (Q1 2024 onward). Venue count grows from 3 to 14 across the series.
- Metrics use the same ExactPour definitions later productized: period pour cost % = beverage cost used ÷ beverage sales; unexplained usage variance = actual − projected − documented waste, expressed as a % of projected usage for the period.
- Figures are panel medians and interquartile ranges across venues that completed at least one full inventory period that quarter. They are first-party research, internally reviewed, and registered in the marketing evidence registry.
- This series is separate from the public opt-in peer-benchmarking network (k-anonymous cohorts, launched July 2026). Early-ops panel venues are not re-identified here.
- Market-context sentences cite National Restaurant Association / BLS indicators (wholesale food PPI 35% above February 2020; menu prices were 3.4% higher than in June 2025; 82% reported higher average food costs than in 2024; 68% said tariffs drove higher food or beverage costs in 2025; 42% of operators said their restaurant was not profitable in 2025). Those are industry context, not ExactPour panel results.
- Cocktail pour-cost coaching used ExactPour's default 18–24% band as a hypothesis, not a universal law. Wine and beer were tracked separately when material.
How to read the quarterly table
Each row is one calendar quarter. Panel venues is how many ExactPour early-ops programs completed a comparable inventory period that quarter. Median pour cost and the 25th–75th percentile band describe the cross-section of those venues. Median unexplained variance describes control quality after documented waste, not a theft verdict.
When median pour cost rises while unexplained variance falls (see Q4 2024 and Q4 2025), the usual story is mix and pricing, more premium pours or holiday menus, not a sudden loss of discipline. When both improve together (Q2 2026), control and pricing are moving in the same direction.
Use your own venue's period-over-period baseline as the operating system. Use this archive to understand how a small, consistently measured panel moved through the same cost environment the NRA documents industry-wide.
What changed across the series
From Q1 2024 to Q2 2026 the panel grew from 3 to 4 venues. Median pour cost moved from 22.8% to 22.4%. Median unexplained variance moved from 5.1% to 4.7%.
Operational habits that tracked with improvement: weekly counts, closing unmapped POS items, updating bottle costs within a week of invoices, small menu price corrections on high-velocity drinks above the pour-cost band, and before/after tracking on flagged SKUs (the precursor to Profit Recovered).
Tools that began as panel habits and later shipped in ExactPour include invoice price watching, pricing / what-if reviews, dead-stock liquidations, shift-pattern correlation, and the public opt-in peer network, the last of which is a new, privacy-preserving product surface, not a rename of this private series.
Sources and limits
ExactPour panel metrics: first-party early-operations research (evidence registry: exactpour-early-ops-panel-overview and per-quarter sources).
Market context: National Restaurant Association Food Costs (PPI), Menu Prices, Elevated Costs / Profitability analysis, and State of the Industry 2026, linked from ExactPour's evidence registry.
Limits: small panel, beverage-forward independents, not a probability sample of all U.S. bars. Do not treat panel medians as "the industry average." Do not treat unexplained variance as proven theft. Do not confuse this archive with k-anonymous public peer cohorts.
Quarterly panel snapshot
ExactPour early-operations research panel. Internally reviewed first-party metrics. Not the public opt-in peer network.
| Quarter | Venues | Median pour cost | IQR | Median unexpl. var. | Target band |
|---|---|---|---|---|---|
| Q1 2024 | 3 | 22.8% | 20.1-25.4% | 5.1% | 18–24% |
| Q2 2024 | 4 | 22.4% | 19.8-24.9% | 4.7% | 18–24% |
| Q3 2024 | 5 | 22.1% | 19.4-24.6% | 4.4% | 18–24% |
| Q4 2024 | 6 | 23.2% | 20.6-26.1% | 4.9% | 18–24% |
| Q1 2025 | 7 | 22.6% | 19.9-25.2% | 4.2% | 18–24% |
| Q2 2025 | 8 | 22.0% | 19.2-24.4% | 3.9% | 18–24% |
| Q3 2025 | 9 | 21.7% | 18.9-24.0% | 3.7% | 18–24% |
| Q4 2025 | 10 | 22.3% | 19.5-24.8% | 3.8% | 18–24% |
| Q1 2026 | 12 | 21.9% | 19.0-24.2% | 3.5% | 18–24% |
| Q2 2026 | 14 | 21.5% | 18.7-23.8% | 3.3% | 18–24% |
Q1 2024
2024-01-01 to 2024-03-31 · 3 venues
Market context
- Wholesale food and beverage input costs remained far above pre-pandemic levels; the Producer Price Index for All Foods later stood 35% above February 2020 (NRA / BLS).
- Independent bars in the panel were still absorbing 2022–2023 cost spikes into menus that had not fully re-priced.
ExactPour ops notes
- Panel cadence: weekly liquor counts on 2 of 3 venues; biweekly on 1.
- Primary leak pattern: well-spirit variance after Friday–Saturday volume, often recipe map gaps rather than theft.
- Invoice prices still tracked manually - supplier creep was visible only after month-end pour-cost reviews.
Q2 2024
2024-04-01 to 2024-06-30 · 4 venues
Market context
- Spring patio season raised volume; cost pressure stayed elevated versus 2019 baselines (NRA elevated-cost analysis).
- Operators who re-priced a short cocktail list early in the quarter saw pour cost stabilize faster than those waiting for a full menu reprint.
ExactPour ops notes
- Added fourth venue (neighborhood cocktail bar) mid-quarter.
- Median unexplained variance improved after closing top-10 unmapped POS items on two venues.
- Began structured invoice line capture for high-velocity SKUs (precursor to OCR + price watchdog).
Q3 2024
2024-07-01 to 2024-09-30 · 5 venues
Market context
- Summer volume masked some cost issues; programs that skipped counts for events showed the largest back-to-school variance spikes.
- Industry expense structure remained structurally higher than 2019 (NRA: total expenses for an average restaurant jumped 36% between 2019 and 2026).
ExactPour ops notes
- Event / festival weekends were the dominant variance source on two venues.
- Introduced reason-code discipline on unexplained SKUs >$50/window.
- Pour-cost band 18–24% used as coaching hypothesis for cocktail-forward rooms only - wine/beer tracked separately.
Q4 2024
2024-10-01 to 2024-12-31 · 6 venues
Market context
- Holiday menus and premium bottle programs lifted mix complexity; pour cost medians rose even when variance control held.
- Year-end supplier adjustments showed up as step-changes on invoices - easy to miss without per-SKU price history.
ExactPour ops notes
- Holiday mix shift (higher call/premium) explained most of the median pour-cost uptick - not a control failure.
- Two venues logged first systematic supplier price increases on well vodka and house wine.
- Panel decision: treat invoice price history as a first-class control input in 2025 tooling.
Q1 2025
2025-01-01 to 2025-03-31 · 7 venues
Market context
- Per NRA State of the Industry, 82% reported higher average food costs than in 2024, and 68% said tariffs drove higher food or beverage costs in 2025.
- Panel venues that updated bottle costs within a week of receiving invoices held pour cost flatter than those updating monthly.
ExactPour ops notes
- Early OCR pilots cut invoice entry time; price-change flags became weekly review items.
- Unexplained variance median improved as recipe coverage crossed ~90% of beverage sales on four venues.
- First before/after loss-rate tracking on flagged SKUs (precursor to Profit Recovered).
Q2 2025
2025-04-01 to 2025-06-30 · 8 venues
Market context
- Cost and tariff pressure continued through mid-2025 (NRA SOI 2026).
- NRA analysis later estimated 42% of operators said their restaurant was not profitable in 2025 - margin discipline mattered more than growth theater.
ExactPour ops notes
- Pricing reviews (pour-cost band flags) became a standing Monday item on three venues.
- Dead-stock identification started as a quarterly shelf audit; trapped cash was largest in slow cordials and one-off craft SKUs.
- Panel median pour cost improved as underpriced high-velocity cocktails were corrected in small steps.
Q3 2025
2025-07-01 to 2025-09-30 · 9 venues
Market context
- Operators continued shopping suppliers and negotiating (NRA SOI themes); panel venues that logged every invoice caught quiet unit-price changes earlier.
- Labor and occupancy costs remained elevated industry-wide; beverage control was one of the few levers managers could pull weekly.
ExactPour ops notes
- Shift-correlated loss reviews piloted on two high-volume rooms (schedule log + variance windows).
- What-if pricing sheets (flat-volume) used before menu reprints on four venues.
- Brand/public site still not live - delivery remained direct/operator relationships.
Q4 2025
2025-10-01 to 2025-12-31 · 10 venues
Market context
- Holiday mix again lifted median pour cost; unexplained variance stayed near the year's best - control held while mix moved.
- Industry profitability pressure from 2025 (NRA: 42% of operators said their restaurant was not profitable in 2025) framed year-end planning for 2026.
ExactPour ops notes
- Profit-recovered style before/after tracking formalized on flagged SKUs.
- Invoice price watchdog logic productized from panel habits.
- Panel ready for public productization; methodology frozen for comparable 2026 reporting.
Q1 2026
2026-01-01 to 2026-03-31 · 12 venues
Market context
- NRA State of the Industry 2026 documented ongoing food/beverage cost pressure and tariff effects from 2025 carrying into planning.
- Menu price inflation later moderated (NRA: menu prices were 3.4% higher than in June 2025) - operators still needed SKU-level cost truth, not just across-the-board bumps.
ExactPour ops notes
- Public ExactPour brand and website preparation; same formulas as the early-ops panel.
- Pricing copilot and dead-stock tools moved from spreadsheet pilots into product specs.
- Panel medians remained the internal reference while product UI shipped.
Q2 2026
2026-04-01 to 2026-06-30 · 14 venues
Market context
- As of June 2026, NRA reported wholesale food PPI 35% above February 2020, essentially flat MoM, and menu prices were 3.4% higher than in June 2025.
- Grocery/food-at-home inflation (+2.7% YoY per NRA menu-price indicators) narrowed the dine-out vs eat-at-home gap - guest price sensitivity stayed high.
ExactPour ops notes
- Best panel quarter on unexplained variance; pour-cost median at series low.
- July 2026: public opt-in peer-benchmarking network ships separately (k-anonymous cohorts) - not a continuation of this private panel.
- Historical panel remains the audited first-party series for Q1 2024–Q2 2026 research pages.
Frequently asked
Did ExactPour exist before the public website?
Yes. ExactPour operated as a smaller beverage-control practice in 2024 and 2025 before the public brand and website. This archive is that early-operations research panel, measured with the same formulas later shipped in the product.
Is this the same as peer benchmarking in the app?
No. The public peer-benchmarking network is opt-in, give-to-get, and k-anonymous. This archive is a private first-party research panel from ExactPour's early operations. They share formulas, not venue identities or cohort machinery.
Why cite the National Restaurant Association?
To separate industry cost climate (wholesale food PPI 35% above February 2020; menu prices were 3.4% higher than in June 2025; 82% reported higher average food costs than in 2024) from ExactPour's own panel medians. Market context is cited; panel metrics are first-party.
Can I reproduce these metrics for my bar?
Yes. Use the pour-cost and variance formulas on bar inventory benchmarks 2026 and pour cost method. ExactPour computes them from your counts, recipes, invoices, and POS sales.