Automotive market intelligence,
structured and always current.

CarData Pro gives your team a single source of truth for vehicle specifications, pricing, and competitive positioning — verified daily by dedicated researchers, ready for analysis in seconds.

~400
Fields per vehicle
Daily
Update cadence
48h
From OEM publish to record
cardata.pro / workspaces / mid-size-suv-benchmark
Mid-size SUV · Q2 2026
4 vehicles · Differences only · Benchmark: Kia Sorento GT-Line
FiltersRun report
Parameter
Kia SorentoBENCHMARK
GT-Line 2.5T AWD
Hyundai Santa Fe
Calligraphy 2.5T
Mazda CX-90
Turbo S Premium
Honda Pilot
Elite AWD
Pricing
MSRP
$47,990
$46,490−$1,500
$52,950+$4,960
$53,330+$5,340
Powertrain
Horsepower
281 hp
277 hp−4
340 hp+59
285 hp+4
Torque
311 lb·ft
311 lb·ftEQ
369 lb·ft+58
262 lb·ft−49
Efficiency & Dimensions
Fuel economy
21/28 mpg
20/27 mpg−1
23/28 mpg+2
19/25 mpg−2
Length
189.0″
190.6″+1.6″
200.8″+11.8″
199.9″+10.9″
The problem

Spreadsheets don't scale.
Neither does gut feel.

Automotive pricing and product planning teams rely on fragmented data — scattered PDFs, outdated spreadsheets, and manual research that's stale before it's shared. Decisions that should take minutes take days.

What is CarData Pro

One platform for vehicle data, comparison, and reporting.

CarData Pro is a B2B analytics platform purpose-built for automotive markets. Dedicated researchers maintain a living database of vehicle specifications. Analysts query, compare, and report on that data through a modern web interface — no exports, no reconciliation, no guesswork.

AI-native pipeline, human-verified

Vehicle data is extracted, normalised, and cross-checked by an AI pipeline, then gated by SME review before it ships. Every field carries its source and verification status — built from the start to feed AI applications, not just dashboards.

Compare anything, instantly

Build workspaces of vehicles that matter to you. Set a benchmark. See differences at a glance — across trims, across brands, across model years.

Reports that answer real questions

Value Analysis scores competitors against your benchmark. Price History tracks pricing across generations. Ladder charts reveal positioning gaps on any two parameters.

AI-augmented research

AI handles the volume. Researchers verify the answer.

A pipeline of specialized agents does the heavy lifting. Humans sign off on every output.

Keeping every vehicle current — ~400 fields, daily, within 48 hours of every OEM update — is impossible by hand. Instead, our pipeline of specialized AI agents handles the heavy lifting: classifying manufacturer documents, discovering new models and trims, extracting structured specifications, and cross-checking values against peers in the database.

Every output passes through a human researcher before it reaches your workspace. The result is the speed of automation with the accuracy of expert review — and a system that gets faster and more accurate every quarter as the agents learn.

1

Discover

Agents scan manufacturer sources and flag new models, trims, and updates.

2

Extract

Structured specifications pulled from PDFs, web pages, and price lists.

3

Cross-check

Every value cross-checked against peer vehicles and historical snapshots.

VerifyHuman

A trained researcher reviews and signs off before publication.

4
agent stages

Automated discovery, extraction, cross-checking, and validation.

100%
human-reviewed

Every published record is signed off by a researcher.

Daily
pipeline cadence

The pipeline runs end-to-end every business day.

Key features

Built for the way automotive teams actually work.

Structured vehicle database

Every vehicle is a version (engine + trim + body + market). Every price or spec change creates a new instance — a time-stamped snapshot.

Kia Sorento GT-Line AWDVersion
instance · 2026-04-10$47,990
instance · 2026-01-22$46,490
instance · 2025-10-01$45,790

Flexible search & filtering

Search across makes, models, body types, or any specification parameter. Use operators like equals, range, includes, and null checks. Combine criteria to find exactly the vehicles you need.

Make= Hyundai, Kia, Mazda
Price$38k – $58k
Body= SUV
HP≥ 250
Market= US
Add filter

Workspaces & comparison

Save search results into named workspaces. Compare vehicles side-by-side — all parameters or differences only. Set any vehicle as the benchmark and see how others stack up.

Mid-size SUV Q212
EV competitor set8
Luxury sedans — EU6

Automated extraction, human-verified

An AI pipeline pulls data from OEM sources, normalises it across markets, and routes every change through SME approval. You get a workspace with the data already structured, verified, and ready to analyse — with role-based access so your team sees only what they need.

OEM sources
AI extraction
AI normalisation
SME review
Your workspace
Three analytical reports

From a question to a shareable chart — in seconds.

Every report runs over your workspace, respects your benchmark, and regenerates as data updates.

PowertrainEfficiencyDimensionsSafetyInteriorBenchmarkSanta FeCX-90Pilot
Report

Value Analysis

Benchmark-relative scoring across every specification group.

Q1 24Q3 24Q1 25Q3 25Q1 26
Report

Price History

Track price evolution across instances and model generations.

White spacePrice (k$)Horsepower
Report

Ladder Report

Plot any two numeric parameters to find market positioning and white space.

How it works

From question to answer in three steps.

⌘K
Body= SUV
Market= US
Price$38k–$58k
Year≥ 2025
0 vehicles match
Kia Sorento GT-Line
SUV · US · 2026
281 hp
$47,990
Hyundai Santa Fe Calligraphy
SUV · US · 2026
277 hp
$46,490
Mazda CX-90 Turbo S
SUV · US · 2026
340 hp
$52,950
Honda Pilot Elite AWD
SUV · US · 2026
285 hp
$53,330
Toyota Grand Highlander
SUV · US · 2026
265 hp
$54,040
Mid-size SUV · Q2 2026
All
Diff
PARAMETERKia SorentoGT-LineBMSanta FeCalligraphyCX-90Turbo SPilotEliteMSRP$47,990$46,490-$1,500$52,950+$4,960$53,330+$5,340Horsepower281 hp277 hp-4340 hp+59285 hp+4Fuel economy21/2820/2723/2819/25Length (in.)189.0″190.6″200.8″199.9″
PowertrainEfficiencyDimensionsSafetyInteriorBenchmarkSanta FeCX-90Pilot
Benchmark relative · 5 spec groups · 4 competitors
Q1 24Q3 24Q1 25Q3 25Q1 26
MSRP tracked from Q1 2024 through Q1 2026 · 3 vehicles · 8 snapshots
White spacePrice (k$)Horsepower
Horsepower × price · white space highlighted
Who it's for

Built for teams that make decisions with vehicle data.

OEM product planning

Understand how your lineup compares to competitors — by spec, by price, by market.

Automotive software & service providers

Spec, pricing, and option-rule feeds that slot into your product without another integration project.

Fleet & leasing

Evaluate total cost of ownership inputs across hundreds of trims without building another spreadsheet.

Dealer networks

Equip your sales floor with consistent, current spec and pricing across every brand you sell.

Automotive marketplaces & classifieds

Enrich listings with structured spec data so buyers can compare like-for-like — and search on what matters.

Market research agencies

Track pricing and specification changes over time. Spot trends before they become conventional wisdom.

About

Built by people who spent careers inside automotive intelligence.

CarData Pro is an automotive market intelligence platform founded in 2026. We're rebuilding the spec-data stack on AI-native infrastructure with SME-gated quality control — expanding by anchor-client commitment.

Our customers are product, pricing, and competitive teams at OEMs, leasing providers, and dealer groups who need fast, defensible answers instead of stale PDFs and patched-together spreadsheets. We built CarData Pro because every one of us has felt that pain firsthand.

Founded
2026
Team
Small, senior, automotive-native
Team

The people behind the data.

Vladislav Barenboym

Vladislav Barenboym

Founder & Head of Technology

Founded CarData Pro to bring automotive data onto modern technologies and platforms. 15+ years in IT solutions, including time at the heart of the automotive intelligence sector — paired with an obsessive knowledge of cars, down to the trim-level detail most teams never get right.

Stepan Fedorov

Stepan Fedorov

Co-founder & CEO

10+ years building B2B SaaS tools inside big-data companies, most recently as Head of Products driving ARR through product-led growth. Applying AI to product development since 2021. Executive MBA with distinction.

Alexandra Barenboym

Alexandra Barenboym

Co-founder & Head of Research

15 years inside the world's leading automotive intelligence company. Built and led research teams at regional and global level — most recently directing the Centre of Excellence at HQ, setting research standards for 300+ researchers worldwide.

Contact

Get in touch.

Location
Lisbon, Portugal
Response
We reply within 1 business day

Contact us to know more

hello@cardata.pro