Instacart’s Algorithm Inflates Grocery | Analysis by Brian Moineau

The grocery price you see might not be the grocery price someone else sees

Imagine loading your cart with the same staples you always buy — eggs, peanut butter, cereal — and watching the total quietly climb depending on who’s logged into the app. That’s the unsettling picture painted by a new investigation into Instacart’s pricing experiments. The findings suggest algorithmic pricing on grocery delivery platforms is no longer hypothetical: it’s affecting the bills people pay for essentials.

Why this matters right now

  • Grocery affordability is a top concern for many households in the U.S., and small percentage differences compound quickly.
  • The findings come from a coordinated investigation by Groundwork Collaborative, Consumer Reports, and labor group More Perfect Union that tested live prices across hundreds of Instacart users in multiple cities.
  • The study’s headline figure — that average pricing variation could cost a four-person household roughly $1,200 a year — is what turned heads and spurred debate about transparency, fairness, and the role of algorithmic experiments in everyday commerce.

What the investigation found

  • Across tests in four U.S. cities, nearly three-quarters of items showed multiple prices to different shoppers for the exact same product at the exact same store and time. (groundworkcollaborative.org)
  • Price differences for individual items were often sizable — the highest price was as much as 23% above the lowest for the same SKU. Examples included peanut butter, deli turkey and eggs. (groundworkcollaborative.org)
  • Average basket totals for identical carts differed by about 7% in the study’s sample. Using Instacart’s own estimates of household grocery spending, that swing could translate to roughly $1,200 extra per year for a household of four exposed to the typical price variance observed. (consumerreports.org)

How it works (the mechanics, in plain language)

  • Instacart and some retailers use dynamic pricing tools and experimentation platforms (including technology Instacart acquired in 2022) to run price tests.
  • These systems can show different “original” or “sale” prices and can test multiple price points simultaneously across users to see what increases purchases or revenue.
  • The troubling element isn’t experimentation per se — price testing exists in physical stores too — but the lack of disclosure and the fact that shoppers trying to comparison-shop or budget are effectively excluded from seeing consistent prices. (consumerreports.org)

Responses and pushback

  • Instacart has acknowledged running pricing experiments in some cases but has asserted it does not use personal or demographic data to set prices and that most retailers do not use their pricing tools. The company also said it had stopped running experiments for some retailers named in coverage. (consumerreports.org)
  • Retail partners gave mixed reactions: some distanced themselves or said they were not involved, while others did not comment. Lawmakers and consumer advocates have seized on the report to call for clearer disclosures or limits on “surveillance pricing.” (consumerreports.org)

Broader implications

  • Algorithmic pricing can amplify existing inequalities if certain groups are more likely to be exposed to higher-priced experiments — even if a company insists it’s not using demographic targeting. The opacity of models and the complexity of A/B tests make oversight difficult. (consumerreports.org)
  • The grocery sector is already under regulatory and public scrutiny for price transparency. States and federal policymakers are beginning to consider rules about algorithmic price disclosures and “surveillance pricing” bans. Expect legislative activity and watchdog attention to grow. (wcvb.com)
  • For consumers, the convenience of home delivery may now come with a hidden premium that is not obvious at checkout.

What shoppers can do now

  • Compare with in-store prices when possible. If an item looks markedly higher in the app, check the store shelf price or call the store before completing a large order. (wcvb.com)
  • Use price-tracking habits: keep receipts, note repeated price differences, and report discrepancies to the retailer or Instacart. Consumer complaints create records that regulators and journalists can use.
  • Consider pickup (if available) or buying directly through a retailer’s own online service when price transparency matters most. Some retailers still control and publish consistent prices on their own platforms. (wcvb.com)

My take

Algorithmic testing can be a useful business tool — it can tune pricing to demand, clear inventory, or optimize promotions. But when the item is a family’s food staples, the ethical and practical bar for transparency should be higher. Consumers budgeting for essentials need predictable, comparable prices. If pricing experiments are going to be run on grocery purchases, they should be disclosed clearly, limited in scope for essentials, and subject to guardrails so that convenience doesn’t become a stealth surcharge.

Sources




Related update: We recently published an article that expands on this topic: read the latest post.

Cyber Monday Extensions: Score Deals Now | Analysis by Brian Moineau

Just when you thought Black Friday was good…now Cyber Monday keeps giving

If your inbox and social feeds felt like a bargain bazaar over the weekend, breathe easy: the best retailers kept the lights on. Cyber Monday may have officially passed, but an army of “extended” deals rolled into Tuesday (and beyond), meaning you can still snag deep discounts on tech, home, fashion and more — without camping in front of a site at midnight.

Retailers treated Cyber Monday like the start of a weeklong shopping sprint. That means if you hesitated, there’s still time to scope out — and score — things you actually want (or gifts you’ll pretend you’d planned on all along).

Why these extensions happen and why you should care

  • Retailers split holiday promotions across several shopping events to keep momentum and capture late buyers.
  • Inventory and algorithmic repricing often let good deals hang on after the official date — especially on big retailers like Amazon, Wayfair, Best Buy and department stores.
  • For shoppers, that translates into second-chance discounts on laptops, TVs, kitchen appliances, sneakers, and beauty bestsellers — sometimes at near-Black-Friday levels.

Put simply: patience and quick comparisons still win. A “still-on” Cyber Monday offer can be your ticket to a high-ticket item with smaller regret.

What categories are still worth checking

  • Tech
    • Laptops, headphones, TVs and smart home gear frequently see extended markdowns.
    • Look for Nike-level markdowns on midrange and premium models (Apple, Samsung, Bose, Sony).
  • Home and furniture
    • Wayfair, Home Depot and mattress brands often keep clearance and doorbuster pricing going for a few extra days.
  • Fashion and beauty
    • Department stores and beauty retailers extend sitewide or category sales; limited-stock items (sizes, shades) go fast.
  • Travel and subscriptions
    • Airlines, cruises and streaming platforms occasionally extend promotional fares and trial pricing through the week.
  • Kitchen and small appliances
    • High-ticket blenders, espresso machines and air fryers are often restocked and repriced for the extended window.

Where to look first (smart shopping order)

  1. Check the retailer’s front page or “Cyber” landing page for explicit end dates.
  2. Search the specific item you want — “extended sale” or “clearance” filters reveal lingering bargains.
  3. Compare the item on two or three sites (price trackers and quick searches help).
  4. Factor shipping, returns and warranty into your total cost — a slightly higher price with free returns can be the safer play.
  5. Use browser coupons, cash-back extensions, and store credit offers to squeeze more value.

Deals worth prioritizing right now

  • Big-screen TVs and OLEDs: retailers commonly hold back some TV inventory with meaningful discounts for late shoppers.
  • Headphones and earbuds from household brands: often deeply discounted as part of bundle deals.
  • Large home purchases (furniture, mattresses): extended sales frequently include floor models and overstock items.
  • Beauty tools (hair stylers, skincare devices): high-ticket items marked down for seasonal promotions and gift sets.
  • Smart home devices and robot vacuums: solid savings, especially on popular models that were doorbusters.

(These are categories where multiple outlets — from mainstream outlets to niche publications — reported continued savings across platforms during the extended Cyber Monday pushes.)

How to avoid buyer’s remorse

  • Set a hard price ceiling before you click “buy.” If a deal doesn’t beat your ceiling, it’s not a deal.
  • Watch for promo expiration language and coupon exclusions — some “extended” prices are only valid while supplies last.
  • Beware of “comps”: a product shown at a higher crossed-out price isn’t always the real benchmark; check past prices on price-tracking sites.
  • Consider warranty/return windows for electronics and large furniture; post-holiday returns and exchanges get busy.

Shopping etiquette for the late-December sprint

  • If you’re purchasing gifts, double-check delivery estimates — extended deals don’t always mean extended shipping speed.
  • Buy from retailers with clear return policies to avoid holiday headaches.
  • Keep digital receipts and order confirmations for easier tracking and price-matching later if needed.

Late-stage winners: real-world examples

Over the latest Cyber Monday wave, outlets such as the New York Post, Forbes and major shopping editors highlighted:

  • Discounts on major-brand electronics and headphones.
  • Furniture and home accessory markdowns from Wayfair and big-box sellers.
  • Beauty gift sets and hair tools holding their price throughout the extended window. These patterns tell a consistent story: retailers want to capture straggler shoppers, and they're willing to keep attractive discounts live for a short extension. (See Sources below for roundups and live updates.)

My take

If you missed the Cyber Monday frenzy, don’t panic. The smart move is to prioritize what you really want (or need), compare quickly, and use any store-level protections to your advantage. Some of the best savings show up in the first couple of days after Cyber Monday — so act deliberately but decisively.

If you’re hunting a high-ticket item (TV, laptop, major appliance), treat the remainder of the week like your last chance: check prices, confirm return policies, and pull the trigger when the total deal beats your price ceiling.

Final thoughts

Retailers kept the sale energy alive for a reason: shoppers kept clicking. For buyers, that means better odds of finding exactly what you wanted without the drama of the holiday weekend. Shop smart, protect yourself with returns and warranties, and enjoy the rare pleasure of getting a real deal…after the crowds have thinned.

Sources