The short version: yes, but the founder magic is the variable that decides whether it's a $3M/yr business or a $10M/yr franchise. Carissa Waechter is a former Daniel pastry-chef trained under Michel Willaume, who built a cult bakery in Amagansett by sourcing freshly-milled wheat from Amber Waves Farm and turning a Salted Soured Pickled Rye into a Hamptons icon. The brand works because it's hyper-local (Amagansett sourdough starter cultivated in 1965), founder-driven, and Instagram-perfect at a moment when premium consumers reward exactly that.
LA is fertile ground. The Westside has a demonstrably Hamptons-like consumer (high-income, design-aware, weekend bakery culture). LA also already supports premium bakery-cafés at scale — Republique generates an estimated $8–12M/yr from one Mid-City location, and Gjusta runs an estimated $4–7M per location across its Venice trio. The market exists. The question is whether you can land a head baker as good as Carissa.
Top neighborhoods: Pacific Palisades (post-fire rebuild creates real opportunity), Brentwood (San Vicente Blvd), and Santa Monica (Montana Ave). All three match the Hamptons demographic almost 1:1.
How Carissa Waechter's roller-skating accident launched the Hamptons' most iconic bakery
In 2009, Carissa Waechter was a pastry chef in New York City — an honored graduate of the Art Institute of New York City and a pupil of pastry champion Michel Willaume, with a CV that included Restaurant Daniel. On a rare day off, she had a roller-skating accident. While she was convalescing, Eli Zabar — yes, that Zabar — called. The Zabars were taking over the Amagansett Farmers Market and wanted her out east.
She moved. She discovered Amber Waves Farm was growing wheat in Amagansett. "When I experienced the freshly milled wheat and flour from Amber Waves it was something entirely new and incredible, nothing like the flours widely available," she said. "I certainly never intended on moving east and starting a baking business, but it just seemed like the perfect opportunity and the timing was right. There were these extraordinary ingredients that really needed to be center stage."
In 2010, she co-founded the Amagansett Food Institute, a nonprofit supporting East End farmers and food producers. Through AFI she managed South Fork Kitchens at Stony Brook Southampton — an incubator where she produced her breads and baked goods. She launched Carissa's Breads in spring 2011 and became a fixture at the Amagansett Farmers' Market, selling sourdough, the now-famous salty soured pickled rye, and country olive loaves.
The olive loaves are what brought in the partner who'd unlock everything. Lori Chemla's husband Alexandre discovered Carissa at the farmers' market, became her best customer, and the Chemlas eventually invested. The first retail bakery opened on Newtown Lane in East Hampton in 2017 — the year Carissa's the Bakery as we know it today was born. They named their first deck oven "Olive."
Pulled from the live Toast online ordering menus + press coverage. What you absolutely must order — and what to model in LA.
It's not just a bakery — Pantigo is a full sit-down restaurant + bar
The Newtown Lane original was take-out only. The 2019 Pantigo Road expansion — 3,500 sqft, ~75 seats, full bar — converted Carissa's from "the place you grab a loaf" into "the place you sit down for lunch with Ina Garten." This is the playbook to copy in LA.
Two-woman partnership · pastry chef + creative director + family-office investor
Training: Honored graduate of the Art Institute of New York City. Studied under acclaimed pastry champion Michel Willaume (former pastry chef of Le Cirque, Patina Group; a major figure in US pastry).
NYC career: Pastry chef at Restaurant Daniel (Daniel Boulud's flagship — a fine-dining institution). She worked the elite end of NYC pastry before pivoting.
The pivot: 2009 roller-skating accident while convalescing → Eli Zabar call → move to Amagansett → discovery of Amber Waves Farm wheat → 2010 co-founded the Amagansett Food Institute (still a sitting nonprofit she helped build) → 2010 managed South Fork Kitchens (incubator at Stony Brook Southampton) → 2011 launched Carissa's Breads at the Amagansett Farmers' Market.
Role today: Co-founder, Pastry Chef, Baker. Still hands-on with product. She is the creative engine and the cultural identity of the brand.
Recognition: Two James Beard nods at the bakery level (2020 winner: Outstanding Restaurant Design for Pantigo; 2025 semifinalist: Outstanding Bakery).
How she found Carissa: Her husband Alexandre Chemla discovered Carissa at the Amagansett Farmers' Market — he was obsessed with the country olive loaves and became her best customer. (The first deck oven at the bakery is named "Olive" in honor of those loaves; the olive ciabatta they bake today is gone within minutes out of the oven.)
The deal: In 2016 Lori and Alexandre Chemla partnered with Carissa, capitalized the expansion from wholesale-only into the first retail bakery (Newtown Lane, opened 2017).
Role today: Managing Partner — runs the business + ops + creative direction. Lori is the operator; Carissa is the chef. Classic high-functioning two-person founder structure.
About Alexandre Chemla: Founder/CEO of Altitude Marketing (one of the largest independent ad-buying agencies; now part of WPP — billion-dollar media exit). He is effectively the family-office investor behind Carissa's. This is the model to copy: chef + operator + capitalized backer with patience. Sound familiar?
Equity / structure: Independent. Not VC-backed. Not chain-acquired. Chemla family is the patient capital. This is exactly the kind of business a family office should both study and fund a derivative of.
Estimated — based on industry benchmarks for premium bakery-cafés and direct comp analysis
Carissa's doesn't disclose financials, but we can triangulate. The Pantigo Road location is the flagship — 3,500 sqft, 75 seats, full bakery + restaurant + bar, open Thu–Mon (5 days). At Hamptons summer pricing + winter resident base + wholesale + Goldbelly:
| Metric | Pantigo (Flagship) | Sag Harbor | Newtown | Source / logic |
|---|---|---|---|---|
| Annual revenue (est.) | $2.8–4.2M | $1.5–2.2M | $0.8–1.2M | Industry benchmark $800–1,200 per sqft for premium bakery-café |
| Headcount (FTE) | ~22 | ~12 | ~6 | Bakery-café staffing model + ~3 bakers/shift |
| Footprint | 3,500 sqft | ~1,800 sqft | ~900 sqft | Press + permits |
| Day-parts | Breakfast + lunch + bar | Breakfast + lunch + coffee | Breakfast + lunch take-out | Live website |
| Operating margin (est.) | 10–15% | 10–14% | 14–18% | Smaller take-out has lower labor % |
| Group total revenue (est.) | $5.1 – 7.6M total across the three | + Goldbelly + catering | Wholesale + shipping is additive | |
Additional revenue streams:
What translates, what doesn't, and what we'd do differently
A Westside bakery-café that does for LA what Carissa's does for the East End: a Pacific-coast version of the same philosophy — locally-milled California heritage wheat, an iconic signature loaf (a citrus-and-olive sourdough? a date-and-fennel rye? a Meyer-lemon morning bun?), a full all-day savory kitchen, a great coffee program, and a design-forward space that wins on Instagram before it wins on Yelp.
Working name options: "Edwina & Co.," "Casida," "Westwood & Mill," "The Olive & The Mill," "Casid Bakery." Pick the one that feels right — the brand only works if Edwina is willing to put her name (or a stand-in) on it.
The unfair advantage: Family-office capital + patience + an operator (Edwina) who actually loves the product. That's exactly the Chemla model — and exactly what makes it likely to outlast the venture-backed bakery-café flops.
Top neighborhoods ranked, with rent per sqft, demographic match, and specific intersections
Recommended footprint for the Phase 1 LA flagship: 2,200–2,800 sqft, with ~40 seats indoor + 12–20 patio. Smaller than Pantigo's 3,500 sqft but larger than Sag Harbor's grab-and-go. Hits the right unit economics in LA's higher-rent context.
Build-out + equipment line items priced for LA, 2026
Restaurant build-outs in LA run $300–600/sqft depending on existing infrastructure. A bakery is on the high end because of hood/ventilation/water/electrical demands.
| Category | Cost range | Mid-point estimate | Notes |
|---|---|---|---|
| Demolition + structural | $30–60K | $45,000 | Depends on existing condition |
| Plumbing (grease trap, baker water lines) | $60–120K | $85,000 | Bakery needs serious water infrastructure |
| Electrical (200A+ service upgrade) | $45–90K | $65,000 | Hearth ovens pull massive power |
| HVAC + bakery exhaust hood | $80–150K | $110,000 | SCAQMD-compliant; the single biggest line |
| Walls / framing / flooring | $80–160K | $115,000 | Tile, polished concrete, plaster |
| Millwork (counters, shelving, custom) | $90–180K | $135,000 | Where the design budget lives |
| Lighting + fixtures | $25–55K | $40,000 | Crucial for Insta-aesthetic |
| Bathrooms (ADA-compliant) | $30–60K | $45,000 | 2 ADA stalls required |
| Glazing / storefront / signage | $45–95K | $65,000 | Critical for curb appeal |
| Design + architecture fees | $70–140K | $100,000 | ~6–8% of project. Hire a restaurant-specialist firm |
| Permits + inspections + soft costs | $25–55K | $35,000 | LA building dept is slow + expensive |
| Contingency (15%) | — | $130,000 | You will need this |
| Total build-out | $580K – $1.17M | $1,070,000 | ~$428/sqft mid-point |
Specific brands and 2026 pricing. This is the BOM you'd send to a kitchen equipment dealer like R.W. Smith or Edward Don.
| Item | Brand / Model | Qty | Unit price | Line total |
|---|---|---|---|---|
| Bakery — production | ||||
| Hearth deck oven (3-deck steam-injected) | Bongard Soleo Modulo or Polin Stratos | 1 | $80,000 | $80,000 |
| Convection oven (rack) | Revent 626 single-rack | 1 | $28,000 | $28,000 |
| Convection oven (countertop) | Blodgett Mark V-100 | 1 | $8,500 | $8,500 |
| Retarder / proofer combo (twin) | Bongard BFA | 1 | $32,000 | $32,000 |
| Spiral mixer 60 qt | Bongard Spiral SPI60 | 1 | $22,000 | $22,000 |
| Planetary mixer 60 qt | Hobart HL600 | 1 | $15,000 | $15,000 |
| Planetary mixer 20 qt | Hobart HL200 | 1 | $5,000 | $5,000 |
| Sheeter for laminated doughs | Rondo SSO615 | 1 | $38,000 | $38,000 |
| Dough divider | Bertrand-Puma | 1 | $12,000 | $12,000 |
| Workbenches (stainless, custom) | NSF stainless | 5 | $2,500 | $12,500 |
| Sourdough starter station + climate-controlled cabinet | Custom + Avantco | 1 | $6,500 | $6,500 |
| Refrigeration | ||||
| Walk-in cooler (10x12) | Norlake or Kolpak | 1 | $28,000 | $28,000 |
| Walk-in freezer (8x10) | Norlake | 1 | $22,000 | $22,000 |
| Reach-in refrigerator (2-door) | True T-49 | 3 | $5,500 | $16,500 |
| Under-counter prep refrigerators | True TUC-48 | 4 | $4,200 | $16,800 |
| Display cases (curved-glass pastry) | Federal CGR series | 2 | $14,000 | $28,000 |
| Bread display shelving (custom wood) | Millwork | 1 | $18,000 | $18,000 |
| Coffee bar | ||||
| Espresso machine (3-group) | La Marzocco Linea PB 3-group | 1 | $27,000 | $27,000 |
| Grinders (espresso + decaf + filter) | Mahlkönig E80 Supreme × 2 + EK43 | 3 | $5,500 | $16,500 |
| Batch brewer | Curtis G4 ThermoPro | 1 | $3,800 | $3,800 |
| Water filtration + softener | Everpure or 3M HF95 | 1 | $4,500 | $4,500 |
| Savory kitchen | ||||
| 6-burner range + oven | Wolf C-series | 1 | $12,000 | $12,000 |
| Flat-top griddle | Wolf 36" Achiever | 1 | $6,500 | $6,500 |
| Salamander + Panini press | Wells SMTB + Star CG14 | 1 each | $4,500 | $4,500 |
| Robot Coupe + immersion blenders | R8 + Vitamix XL | 2 | $3,200 | $6,400 |
| Dish machine (high-temp under-counter) | Hobart LXeR | 1 | $11,000 | $11,000 |
| FOH / service | ||||
| POS system (full install) | Toast or Square for Restaurants | 1 | $5,500 | $5,500 |
| Kitchen display screens (KDS) | Toast KDS × 3 | 3 | $650 | $1,950 |
| Tables, chairs, banquette upholstery | Custom + Heath ceramics | ~40 covers | — | $48,000 |
| Tableware (plates, mugs, flatware, glassware) | Jono Pandolfi + Heath | — | — | $22,000 |
| Linens + aprons + uniforms | Hedley & Bennett | — | — | $8,500 |
| Smallwares (sheet pans, banneton baskets, lames, scrapers, etc.) | WebstaurantStore + San Francisco Baking Institute | — | — | $15,000 |
| Exterior signage | Custom — neon/metal | 1 | — | $28,000 |
| Total equipment + smallwares + signage | $609,950 | |||
Round to ~$610K equipment. You can shave $50–80K by buying refurbished refrigeration, used Hobart mixers (proven workhorses), and Used Restaurant Equipment Group (URE) for reach-ins. Worth doing on items where reliability isn't compromised. Do not skimp on the deck oven, espresso machine, or sheeter — those are the workhorses you'd regret cheaping out on.
The head baker hire decides whether this works. Everything else is downstream.
| Role | Headcount | Annual comp / each | Annual total | Notes |
|---|---|---|---|---|
| Head Baker / Executive Pastry Chef | 1 | $140K + 5% equity | $140,000 | The hire that decides everything. Equity makes it stick. |
| Assistant Pastry Chef | 1 | $75,000 | $75,000 | Lamination + viennoiserie specialist |
| Bread Bakers (overnight, 11pm–7am) | 3 | $58,000 | $174,000 | Hardest hire after head baker |
| Pastry / Prep Cooks | 2 | $50,000 | $100,000 | Morning bun + scone + cookie production |
| Savory Kitchen Lead | 1 | $72,000 | $72,000 | Sandwich / bowl / soup program |
| Line Cooks (savory) | 2 | $48,000 | $96,000 | |
| General Manager | 1 | $95,000 | $95,000 | FOH + ops; the day-to-day owner-proxy |
| Lead Barista / Coffee Program Manager | 1 | $60,000 | $60,000 | If we're doing a real coffee program, this matters |
| Baristas / FOH counter | 4 | $45,000 | $180,000 | Tipped — partial offset |
| Dishwasher / Porter | 1 | $42,000 | $42,000 | |
| Total annual labor | 17 FTE | $1,034,000 | +22% benefits/burden = ~$1.26M loaded |
This is the most important hire of the entire project. LA has a real bench. Recruit from:
Worth a conversation: would Carissa herself consult on the LA launch? Pay her a 6-figure consulting fee for 6 months of recipe development, kitchen design input, and starter inoculation. The Chemlas don't compete in LA — there is zero brand conflict. This is the cheapest possible founder-magic insurance policy.
6–9 month build-out timeline depends entirely on getting these right
| Permit / License | Issuing body | Typical cost | Lead time | Notes |
|---|---|---|---|---|
| Business license (Business Tax Registration) | City of LA / SM / BH Office of Finance | $200–500 | 2 weeks | Annual renewal |
| Building permits (structural + plumbing + electrical + mechanical) | LADBS or local equivalent | $5–15K | 2–4 months | The biggest schedule risk |
| LA County Public Health Permit (Class C – Restaurant) | LA County Department of Public Health | $1,500–3,000 | 4–8 weeks | Plan check before construction |
| SCAQMD permit (air quality — for bakery hood/ovens) | South Coast Air Quality Management District | $2,000–8,000 | 2–3 months | Critical — required before opening |
| Fire Department Plan Check + Inspection | LAFD / local FD | $1,000–3,500 | 4–6 weeks | Hood suppression system inspection |
| Sign permits | City planning / building dept | $500–2,500 | 4–8 weeks | Coastal Zone areas (Palisades, SM, Malibu) add 1–3 mo |
| ABC license — Type 41 (Beer + Wine, on-sale eating place) | CA Department of Alcoholic Beverage Control | $1,000 + $300/yr | 5–8 months (slow) | Start the day you sign the lease |
| Health card / Food Manager Certification | ServSafe + LA County | $15/employee | 1 week | Required for all FOH/BOH |
| Workers' comp + EDD setup | CA EDD | $300–500/yr | 1 week | Pre-hire requirement |
| Coastal Development Permit (if Palisades/Malibu/SM oceanfront) | CA Coastal Commission or local | $2,000–10,000 | 3–6 months | Adds material time — factor in |
Typical permit timeline from lease signing to opening: 6–9 months. The two long poles are: (1) LADBS building permit plan check, and (2) ABC Type 41 license. Start both the moment you sign the lease.
Hire a permit expediter ($8–15K). On an LA bakery build, this pays for itself in saved weeks of opening.
Where to source — and how to build the "LA Amber Waves" story
| Category | % of revenue | Notes |
|---|---|---|
| Bakery (bread + pastry) | 26–30% | Higher-end ingredients push toward 30% |
| Coffee program | 24–28% | Verve at premium roast price |
| Savory kitchen | 30–34% | Sandwiches with premium proteins |
| Retail / pantry | 45–55% | Resale markup; low gross margin % |
| Blended COGS target | 30–32% | This is the working assumption |
All assumptions explicit. Ramp curve, break-even, and what makes year 3 the inflection.
| Line ($, thousands) | Year 1 | Year 2 | Year 3 | Y3 % rev |
|---|---|---|---|---|
| Revenue | $2,000 | $2,850 | $3,500 | 100% |
| Bakery (retail) | $880 | $1,200 | $1,400 | 40% |
| Coffee + savory kitchen | $760 | $1,100 | $1,400 | 40% |
| Wholesale (bread to restaurants/hotels) | $200 | $350 | $450 | 13% |
| Catering + special dinners + Goldbelly | $120 | $160 | $200 | 6% |
| Pantry retail | $40 | $40 | $50 | 1% |
| COGS (~31% blended) | ($640) | ($900) | ($1,100) | 31% |
| Gross profit | $1,360 | $1,950 | $2,400 | 69% |
| Labor (fully loaded incl. benefits) | ($1,050) | ($1,180) | ($1,310) | 37% |
| Rent (NNN included) | ($295) | ($305) | ($315) | 9% |
| Marketing | ($60) | ($55) | ($55) | 2% |
| Utilities + insurance + technology | ($75) | ($85) | ($95) | 3% |
| R&M + supplies + uniforms + smallwares replacement | ($35) | ($40) | ($50) | 1% |
| Professional + accounting + legal | ($30) | ($30) | ($35) | 1% |
| Other operating | ($25) | ($30) | ($40) | 1% |
| Total operating expenses | ($1,570) | ($1,725) | ($1,900) | 54% |
| EBITDA | ($210) | $225 | $500 | 14.3% |
The all-in number, broken down — and how to finance it
| Use of funds | Amount | % of total | Notes |
|---|---|---|---|
| Build-out (construction, design, permits) | $1,070,000 | 55% | Mid-point estimate, 2,500 sqft |
| Equipment + smallwares + signage | $610,000 | 31% | Bongard, Hobart, La Marzocco, Wolf, etc. |
| Lease deposit + first 3 months rent | $130,000 | 7% | Refundable / amortized |
| Opening inventory (flour, butter, coffee, packaging) | $45,000 | 2% | First 4 weeks of par |
| Pre-opening labor (training + soft launch) | $95,000 | 5% | 4 weeks of full team before grand opening |
| Launch marketing + brand identity + PR firm | $85,000 | 4% | Logo, website, photography, agency retainer |
| 6-month operating reserve | $200,000 | 10% | Critical — protects against ramp slower than expected |
| Contingency (10%) | $180,000 | 9% | You will need this |
| TI allowance offset (negotiated from landlord) | ($175,000) | −9% | Assume $70/sqft TI on 2,500 sqft |
| Net capital required | $2,240,000 gross / $2,065,000 net | — | Round to ~$1.95M working number |
~11 months from lease signing to doors open; ~14 months if you start from scratch today
What can go wrong — and the mitigations
Without a head baker as good as Carissa, the entire concept collapses to "just another LA bakery." Carissa's product quality is the moat.
"Carissa's is Carissa" — the personality is the brand. The LA project has no Carissa. We need an authentic LA face (Edwina herself? Head baker as named partner?).
Republique, Tartine LA, Gjusta, Bub & Grandma's, Sycamore Kitchen, Friends & Family, Clark Street, Maury's, Levain. Differentiation has to be sharp.
Croissants + viennoiseries are technically the hardest, most labor-intensive products. Bad lamination = wasted morning + dead retail counter.
LA min wage is $17+/hr and rising. Bakery is labor-intensive; overnight bread shifts pay premiums. Labor as % of revenue can easily blow past 40%.
10-year lease at $300K+/yr is a $3M minimum commitment. Concentration on one storefront = single point of failure (fire, landlord dispute, lease non-renewal).
Palisades had a catastrophic fire in Jan 2025. Malibu has recurring fires + mudslides. Insurance is increasingly hard to obtain + expensive.
Grist & Toll is a small operation. If we lean on them as the brand story, we need a supply commitment that they can fulfill.
If 30%+ of revenue comes from 1–2 hotel accounts (e.g. 1 Hotel WeHo), losing one is painful.
Carissa's won the JBF for design. We'd be tempted to over-invest. $300K+ on millwork only matters if foot traffic monetizes it.
Where we'd fit on the LA bakery-café map
Photos pulled live from each spot's Yelp business listing — study them. Every one of these is a working LA bakery-café doing seven figures.
Walter & Margarita Manzke. Margarita won 2023 James Beard Outstanding Pastry Chef. Full restaurant + walk-up bakery in a 1929 Charlie Chaplin building. The gold standard for pastry quality in LA. What we'd do better: design-forward modernist vs. their historic-industrial; community-village vibe vs. their destination-restaurant; weekday morning rush vs. their dinner orientation.
Chad Robertson's SF transplant. Famous for sourdough country loaf. The sourdough benchmark. Recently scaled back in LA after Manufactory closure. What we'd do better: tighter LA-local story (Grist & Toll vs Tartine's national supply chain); full all-day savory kitchen vs. their primarily pastry/bread focus.
Travis Lett (ex-Gjelina). Sprawling warehouse vibe, deli-meets-bakery. The Venice institution. Number-system ordering, long lines, killer porchetta. What we'd do better: actual sit-down service vs. their chaotic counter; Westside-village vs. Venice-tourist; clean morning bakery vs. their everything-store kitchen-sink approach.
Andy Kadin. Started wholesale-only, opened retail at Helms. The wholesale-engine model. Supplies many top LA restaurants. What we'd do better: stronger café/dining experience; broader product mix beyond bread; Westside location proximity.
Karen Hatfield. Beloved Mid-City café-bakery. Strong morning/lunch. The closest existing comp to what we'd build. Slightly smaller scale, less design-forward, but the operating model is exactly the template. Study it weekly.
Roxana Jullapat. Heritage grain specialist, author of "Mother Grains." The single closest creative match to Carissa's heritage-wheat ethos. Smaller scale, neighborhood-driven. We're not competing with them — we want to recruit from them.
Zack Hall. Multi-location bakery + sandwich shops. The multi-location proof point. Less premium positioning than ours would be; more downtown/Grand Central. Useful as a multi-location operations template.
NYC transplant. Cookie-focused. Different product universe. Useful as a benchmark for "NYC bakery successfully extends to LA" but a single-product brand vs. our full-service ambition.
Daniel Schoenfeld. Sourdough-forward, design-forward. The newer, hot bakery. Closer to what we'd build. Study their opening playbook in detail.
Whitespace positioning: "The Hamptons of LA — done at LA scale." More design-forward than Bub & Grandma's, more all-day-restaurant than Tartine, more community-village than Republique, more premium than Sycamore Kitchen, more sit-down than Gjusta.
The exact whitespace: a Westside village bakery-café with restaurant-grade pastry, an iconic signature loaf, full all-day savory kitchen, great coffee, and a James Beard-caliber design. No one is doing this exact combo at the Westside-village scale we're targeting.
Existing LA spaces that capture the right "feel" — what to take from each
Specific actions for the next 30 / 60 / 90 days
Carissa's worked because two women — a Daniel-trained pastry chef and a smart operator backed by patient family capital — built something for a community they were embedded in. The LA version of this can absolutely work, but only if you replicate the structure (chef + operator + capital + community embedding), not just the menu. The capital required is real (~$1.95M). The timeline is real (~11 months). The head baker hire is the single most important decision.
If Edwina is genuinely in — willing to be the face, the daily presence, the partner who lives in the village — this becomes a 9/10 probability of success. Without that, it's a 4/10.
Sources: carissasthebakery.com, NYT, Vogue, Eater, East Hampton Star, 27East, Northforker Archives, Hamptons.com, Words With Friend (Nina Friend), Guild Hall, The Church Sag Harbor, LAist, LA Times, Eater LA, Grist & Toll, Republique LA, Gjusta. Industry benchmarks from Advised Spaces, Toast Industry Report 2026, NRA 2026 State of the Restaurant Industry. Cost estimates triangulated from R.W. Smith equipment catalogs + recent LA bakery-café build-outs.