How much does a recommendation system for e-commerce businesses cost?

A recommendation system for e-commerce businesses typically costs about $1,700. Half of the 65 priced job posts we tracked fall between $500 and $4,700, and one in ten reaches $15,050 or more.

Median cost$1,700
Middle half of posts$500–$4,700
Top 10% at least$15,050
Hourly rates, middle half$22–$50
$500$1,700$4,700

Band: 25th to 75th percentile of fixed budgets and hourly estimates. Line: median.

Key facts

  • Typical cost: $1,700, with the middle half of posts between $500 and $4,700.
  • That is 32% below the $2,500 median across all AI builds we track.
  • Work expected to take under a month has a median of $740, against $450 for over six months.
  • Fixed-price median $560; hourly estimate median $4,700.
  • Hourly rates mostly run from $22 to $50 an hour.
  • Most requested skills: Artificial Intelligence, Machine Learning and Python.

What the build includes

A recommendation system suggests products or content to each user based on behaviour and item data, to lift engagement or order value.

E-commerce builds are shaped by the store platform. Most work connects to Shopify or a similar system, and has to handle catalogue data, orders and returns accurately during peak trading.

A typical scope

  • Event tracking
  • Item and user features
  • A ranking model
  • An API serving recommendations
  • A/B testing

Systems it usually connects to

  • Shopify or WooCommerce
  • Klaviyo or another email platform
  • Helpdesk tools such as Gorgias or Zendesk
  • Inventory and shipping systems

What drives the cost

Work expected to take under a month has a median of $740, against $450 for over six months. Part of that gap is built in, because hourly estimates are calculated from expected length. Fixed-price posts state a median of $560, while hourly posts work out at $4,700 on our estimate: 8.4 times as much. One likely reason is that fixed budgets tend to cover a small first step, while hourly posts describe sustained work.

Median cost of a recommendation system for e-commerce businesses by expected length
Expected lengthMedian costPriced posts
Under 1 month$74012
1 to 3 months$3,50042
3 to 6 monthsToo few posts4
Over 6 months$4507

Posts asking for expert-level talent have a lower median ($1,300) than intermediate ones ($2,650). Seniority alone does not explain the price here. 47% of posts ask for experts.

Median cost of a recommendation system for e-commerce businesses by seniority requested
Seniority requestedMedian costPriced posts
Entry levelToo few posts2
Intermediate$2,65028
Expert$1,30035

What moves the price most

  • Catalogue size and traffic
  • Real-time versus daily updates
  • How much behavioural data already exists

Skills and hourly rates

The skills named most often in these posts are Artificial Intelligence (35%), Machine Learning (34%), Python (33%) and Data Science (16%). Read this as the working stack for this kind of build, and as a checklist when assessing who should do it.

Share of posts naming each skill
  • Artificial Intelligence35%
  • Machine Learning34%
  • Python33%
  • Data Science16%
  • API15%

Hourly posts for this work typically offer $22 to $50 an hour, the middle half of posted rates. The median top of the range is $40 an hour across 31 hourly posts. These are rates in the open freelance market: agencies and in-house teams usually cost more.

Who is buying

47% of posts ask for expert-level talent. Buyers are most often based in the United States, India and the United Kingdom, with 35% in the United States. Among posts that state a company size, 97% come from companies of up to 10 people. A typical post draws about 11 applicants.

What to check before you commit

  • Confirm you have enough traffic for the model to learn
  • Start with a simple baseline to beat
  • Measure revenue impact with a controlled test

Frequently asked questions

How much does a recommendation system for e-commerce businesses cost?

A recommendation system for e-commerce businesses typically costs about $1,700. Half of the 65 priced job posts we tracked fall between $500 and $4,700, and one in ten reaches $15,050 or more. That is 32% below the $2,500 median across all AI builds we track.

How long does a recommendation system for e-commerce businesses take?

19% of posts expect the work done in under a month, 65% in one to three months and 16% over a longer stretch. Work expected to take under a month has a median of $740, against $450 for over six months.

Why do estimates vary so much?

Fixed-price posts state a median of $560, while hourly posts work out at $4,700 on our estimate: 8.4 times as much. One likely reason is that fixed budgets tend to cover a small first step, while hourly posts describe sustained work. Scope matters most: catalogue size and traffic and real-time versus daily updates move the price the most.

What hourly rate should I expect?

Most hourly posts offer $22 to $50 an hour, with a median top rate of $40. Agencies and in-house specialists usually charge more than the open freelance market.

What skills does this work need?

Posts most often ask for Artificial Intelligence, Machine Learning, Python and Data Science.

Do I need an expert?

Posts asking for expert-level talent have a lower median ($1,300) than intermediate ones ($2,650). Seniority alone does not explain the price here. 47% of posts ask for experts.

Does the industry change the price?

For e-commerce businesses, the median of $1,700 is in line with the $1,850 median for recommendation system across all industries. E-commerce builds are shaped by the store platform. Most work connects to Shopify or a similar system, and has to handle catalogue data, orders and returns accurately during peak trading.

Where do these numbers come from?

From 65 public job posts published between December 2025 and November 2026: 34 fixed budgets as stated and 31 hourly posts we costed from their rate, expected length and assumed hours. They are what buyers offered, not signed contract prices.

About this data

These figures come from 65 public job posts published between December 2025 and November 2026: 34 fixed budgets as stated, and 31 hourly posts costed from their rate, expected length and assumed hours. They show what buyers offered, not signed contract prices, and hourly figures assume the work runs its full length. Read the method

Cite this page. The AI Build Index. "Recommendation system for e-commerce: what it costs." Published by VIZIO AI. Updated 2026-11-04. https://aibuildindex.com/cost/recommendation-system-for-ecommerce

Get this page as JSON or Markdown.

We also build these systems, so we have a stake in this market. How the index is built.

Recommendation system, other industries

Other builds for e-commerce

Have a scope? Get a fixed price.

Send the brief and get a fixed price and timeline within one working day, set next to this range.

Get a quote