How much does a chat-with-your-data tool cost?
A chat-with-your-data tool typically costs about $2,500. Half of the 439 priced job posts we tracked fall between $500 and $6,400, and one in ten reaches $14,400 or more.
Band: 25th to 75th percentile of fixed budgets and hourly estimates. Line: median.
Key facts
- Typical cost: $2,500, with the middle half of posts between $500 and $6,400.
- That is close to the $2,500 median across all AI builds we track.
- Work expected to take under a month has a median of $600, against $15,600 for over six months.
- Fixed-price median $400; hourly estimate median $5,200.
- Hourly rates mostly run from $22 to $38 an hour.
- Most requested skills: Python, JavaScript and Data Analysis.
What the build includes
A chat-with-your-data tool lets people ask business questions in plain language and get answers from a database or BI tool, with a model writing the query behind the scenes.
A typical scope
- A documented semantic layer over your data
- Natural-language to SQL generation
- Read-only, permission-aware query execution
- Charts and tables in the answer
- Query logging and answer review
What drives the cost
Work expected to take under a month has a median of $600, against $15,600 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 $400, while hourly posts work out at $5,200 on our estimate: 13 times as much. One likely reason is that fixed budgets tend to cover a small first step, while hourly posts describe sustained work.
| Expected length | Median cost | Priced posts |
|---|---|---|
| Under 1 month | $600 | 87 |
| 1 to 3 months | $3,200 | 285 |
| 3 to 6 months | $15,300 | 23 |
| Over 6 months | $15,600 | 44 |
Posts asking for expert-level talent have a median of $4,000, 2.0 times the $2,000 for intermediate talent. 39% of posts ask for experts.
| Seniority requested | Median cost | Priced posts |
|---|---|---|
| Entry level | $960 | 9 |
| Intermediate | $2,000 | 263 |
| Expert | $4,000 | 167 |
What moves the price most
- How clean and well documented the data is
- How many tables and business definitions are involved
- Row-level permissions
Cost by industry
E-commerce has the highest median here at $3,600, and saaS the lowest at $2,000.
| Industry | Median cost | Middle half | Priced posts |
|---|---|---|---|
| SaaS | $2,000 | $400–$4,000 | 31 |
| E-commerce | $3,600 | $500–$8,000 | 25 |
Skills and hourly rates
The skills named most often in these posts are Python (30%), JavaScript (23%), Data Analysis (22%) and Microsoft Excel (20%). Read this as the working stack for this kind of build, and as a checklist when assessing who should do it.
Hourly posts for this work typically offer $22 to $38 an hour, the middle half of posted rates. The median top of the range is $40 an hour across 242 hourly posts. These are rates in the open freelance market: agencies and in-house teams usually cost more.
Who is buying
39% of posts ask for expert-level talent. Buyers are most often based in the United States, India and the United Kingdom, with 37% in the United States. Among posts that state a company size, 92% come from companies of up to 10 people. A typical post draws about 15 applicants.
What to check before you commit
- Use read-only access, never a write-enabled account
- Agree business definitions such as revenue up front
- Show the query so answers can be checked
Where the demand is
The countries with the most buyers for this build. Each page shows how that market compares.
Frequently asked questions
How much does a chat-with-your-data tool cost?
A chat-with-your-data tool typically costs about $2,500. Half of the 439 priced job posts we tracked fall between $500 and $6,400, and one in ten reaches $14,400 or more. That is close to the $2,500 median across all AI builds we track.
How long does a chat-with-your-data tool take?
27% of posts expect the work done in under a month, 59% in one to three months and 14% over a longer stretch. Work expected to take under a month has a median of $600, against $15,600 for over six months.
Why do estimates vary so much?
Fixed-price posts state a median of $400, while hourly posts work out at $5,200 on our estimate: 13 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: how clean and well documented the data is and how many tables and business definitions are involved move the price the most.
What hourly rate should I expect?
Most hourly posts offer $22 to $38 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 Python, JavaScript, Data Analysis and Microsoft Excel.
Do I need an expert?
Posts asking for expert-level talent have a median of $4,000, 2.0 times the $2,000 for intermediate talent. 39% of posts ask for experts.
Where do these numbers come from?
From 439 public job posts published between December 2025 and November 2026: 197 fixed budgets as stated and 242 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 439 public job posts published between December 2025 and November 2026: 197 fixed budgets as stated, and 242 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. "Chat with your data: what it costs." Published by VIZIO AI. Updated 2026-11-04. https://aibuildindex.com/cost/text-to-sql-analytics
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