For AI and data teams

Start with the specification.

A good business-data request is defined by the problem it needs to solve—not just a file type. Set the use case, target population, date range, format, and rights requirements before assessing supply.

The request shape

Six details that make a sourcing brief actionable.

Use this checklist to separate a real data requirement from a broad category wish list.

01

Use case

Training, evaluation, fine-tuning, analytics, or another defined task.

02

Data type & fields

Events, entities, labels, granularity, schema, and any required metadata.

03

Geography & population

Where the data originates, who or what it represents, and relevant exclusions.

04

History & volume

Required date range, scale, coverage, and minimum useful sample.

05

Format & delivery

File or API format, refresh cadence, security needs, and delivery schedule.

06

Rights & permitted use

Licensing scope, restrictions, exclusivity needs, retention, and downstream use.

Supply is project-specific

Permission and availability are part of the spec.

Business data may be subject to contracts, privacy rules, confidentiality duties, or other restrictions. A category match alone does not establish that a dataset can be licensed.

01

Describe the goal. Define what the model or workflow needs to learn.

02

Set the constraints. Specify data provenance, permissions, geography, and prohibited uses.

03

Confirm before commitment. Any supply path, buyer fit, terms, and timeline must be confirmed for the specific project.

Working both sides

More pathways. Better-fit offers.

MAX is being built to compare available offers for each data asset by buyer fit, permitted use, exclusivity, term, delivery needs, and payment structure.

Explore a business assessment

MAX’s side-by-side multi-offer routing is in development. Real offers depend on permissioned supply, verified buyer interest, and written terms.

MAX, the MON$TER data agent Building MAX
A clearer path to MAX VALUE

Match a real data need with a permissioned path.

MAX is being built to help MON$TER evaluate business-data opportunities against specific buyer requirements and compare real offers when multiple options are available.

Buyer matching and side-by-side offer comparison are in development. Availability, rights, fit, and commercial terms must be confirmed for each project.

Explore business-data licensing →