Item comparison

• Photo description: Flat white with almond milk
• Analysis services used: Local, Claude CLI, Codex CLI

Macro comparison

Metric	Local	Claude CLI	Codex CLI	Aggregate
Calories (kcal)	50	50	70	57
Protein (g)	1	1	2	1.3
Carbohydrate (g)	4	6	6	5.3
Fat (g)	2	2	4	2.7
Confidence	moderate	moderate	moderate	derived
Status	ok	ok	ok	3 services

Service notes

Field	Local	Claude CLI	Codex CLI
Food description	Flat white with almond milk	Flat white with almond milk	Flat white with almond milk
Portion summary	Flat white with almond milk: 180 mL (standard flat white, two espresso shots plus steamed milk)	Flat white with almond milk: ~200 mL total (double espresso ~60 mL, steamed almond milk ~140 mL)	Flat white with almond milk: 180 mL total drink, including about 120 mL almond milk
Assumptions	Standard flat white size of approximately 180 mL Two shots of espresso (60 mL), remainder almond milk (120 mL) Unsweetened barista-style almond milk used, approximately 13 kcal per 100 mL No added sugar, syrups, or flavourings Espresso contributes negligible macros (~5 kcal, <1 g carbohydrate)	Standard café flat white using a double espresso shot with approximately 140 mL steamed unsweetened almond milk Almond milk is unsweetened barista-style (approximately 13 kcal per 100 mL) No added sugar or flavourings Macro cross-check: (1 × 4) + (6 × 4) + (2 × 9) = 4 + 24 + 18 = 46 kcal, consistent with the 50 kcal estimate within rounding	Cafe-style flat white made with espresso and barista-style almond milk Espresso contributes negligible calories and macronutrients Almond milk is not labelled, so values are based on typical barista almond milk
Uncertainty notes	Sweetened almond milk or added syrups would increase carbohydrate and calories meaningfully; a flavoured version could add 50-80 kcal Some barista almond milk blends are higher in calories than standard unsweetened almond milk; if a higher-calorie blend was used, total could reach 60-70 kcal Drink size varies by cafe; a larger 220 mL serve would proportionally increase all values	Sweetened almond milk would add approximately 20–30 kcal and 4–6 g additional carbohydrate Cup size varies by café; a larger serving (e.g., 300 mL) could increase values by roughly 40–50%	Sweetened almond milk or a larger drink size could materially increase calories and carbohydrate.
Raw-output reference	local.md	claude-cli.md	codex-cli.md

Aggregate estimate

• Calories: 57 kcal
• Protein: 1.3 g
• Carbohydrate: 5.3 g
• Fat: 2.7 g
• Aggregate method: simple mean across 3 successful service(s)