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Topic

Dynamic pricing

Pricing that varies offer by offer according to real-time supply and demand signals, applied both to customer prices and to the fees paid to workers.

Current stories

investOne report1 publisher

Lawsuit alleges McDonald's uses AI 'pricing engine' to set menu prices; company denies using AI to gauge what individual customers will pay

McDonald's faces a federal antitrust suit alleging an AI 'pricing engine' sets its U.S. menu prices and overcharges for Big Macs and fries. Its denial addresses individualized pricing, the same line Walmart and Kroger have drawn for their own stores.

Publishers:cnbc.com

Reality

Evidence35
Adoption30
Hype gap+35
Incentives
Not scored
Confidence40
productOne report1 publisher

Walmart disowns the cart-based pricing its 2023 shelf-label patent describes

Walmart says it will not charge shoppers more for mayonnaise because of tuna in their carts, the example its own 2023 shelf-label patent uses. For teams that price from cart data, the dispute shows a patent alone can put a senior executive on the defensive in public.

Publishers:gizmodo.com

Reality

Evidence58
Adoption20
Hype gap+35
Incentives72
Confidence55
investConfirmed2 publishers

Walmart turns shelf labels installed for price changes into a light-up picking tool

Walmart will roll out three light-up shelf-label tools companywide by the holidays after its shopper version drew 5 million flashes at limited locations. Two guide staff picking online orders and restocking, so labels installed for price changes now bear on the cost of filling an order.

Perspective Coverage

3 publishers
Builder
Builder 22%
Operator
Operator 51%
Investor
Investor 27%

Reality

Evidence55
Adoption40
Hype gap+20
Incentives70
Confidence60
buildOne report1 publisher

A pricing policy built to resist promos never reads its promo label

A dev.to post rebuilds naive competitor price matching as a five-step control loop whose guards are a comparability filter, a margin floor and a cap on how far a single run may move a price.

Publishers:dev.to

Reality

Evidence58
Adoption
Not scored
Hype gap+30
Incentives62
Confidence60
investOne report1 publisher

New Jersey's shelf-label freeze outlasts Walmart's December rollout deadline

Governor Mikie Sherrill signed the Fair Price Protection Act in July, halting new electronic shelf labels for a year while the state studies them. Walmart, which promised digital tags in all 2,300 of its US stores by the end of the year, calls the law an overreaction.

Publishers:fortune.com

Reality

Evidence60
Adoption72
Hype gap+16
Incentives80
Confidence55
buildOne report1 publisher

A margin rule overrides the $329 price floor once unit cost clears $293.75

A dev.to walkthrough builds a console pricer from six plain rules, a two-hour cooldown and a 30-minute freshness window, and the floor it clamps to is computed from unit cost, so the published $329 rarely binds.

Publishers:dev.to

Reality

Evidence62
Adoption
Not scored
Hype gap+5
Incentives55
Confidence68
leadershipOne report1 publisher

Edinburgh delivery riders are assembling their own evidence against pay algorithms

A rider-run charity with a decade of funding, a field test in Fife and one Deliveroo courier's spreadsheet are being pressed into service as evidence, because the party holding the pay logic is not the party being asked to explain it.

Publishers:theguardian.com

Reality

Evidence45
Adoption40
Hype gap+20
Incentives72
Confidence50