Batch Processing

Both verify and parse support batch processing via the -b flag, accepting CSV, TSV, and pipe-delimited files.

Usage

lqt verify -b contacts.csv --policy shipping -o jsonl --summary

Supported file formats

CSV — comma-separated (default)
TSV — tab-separated
Pipe-delimited — pipe (|) separated

Column mapping

Reach automatically maps common column names to verification fields. Use any of the following column headers:

Address fields

Recognized columns
`address`, `address1`, `address_line_1`, `street`
`address2`, `address_line_2`
`city`, `locality`
`state`, `admin_area`, `administrative_area`, `province`, `region`
`postcode`, `postal_code`, `zip`, `zip_code`
`country`, `country_code`

Contact fields

Recognized columns
`email`, `email_address`
`phone`, `phone_number`, `telephone`

Other fields

Recognized columns
`name`, `full_name`, `first_name`, `last_name`
`organization`, `company`, `org`

Example CSV

address,email,phone,country
"125 Summer St, Boston, MA 02110",user@example.com,+16175551234,US
"10 Downing Street, London, SW1A 2AA",info@gov.uk,+442071234567,GB
"1600 Pennsylvania Ave, Washington DC 20500",contact@whitehouse.gov,+12025551234,US

Output formats

Use -o to control the output format:

Format	Description	Best for
`json`	Single JSON array	Small batches, debugging
`jsonl`	One JSON object per line	Streaming, large batches, piping to other tools
`table`	Human-readable table	Terminal review

Summary statistics

Add --summary to get aggregate statistics after the batch completes:

lqt verify -b contacts.csv --policy standard -o jsonl --summary

The summary includes counts of accept, review, and reject outcomes, plus error counts.

Getting Started

Reach CLI

MCP Server

IBM watsonx Orchestrate

Reference

Usage

Supported file formats

Column mapping

Address fields

Contact fields

Other fields

Example CSV

Output formats

Summary statistics

​Usage

​Supported file formats

​Column mapping

​Address fields

​Contact fields

​Other fields

​Example CSV

​Output formats

​Summary statistics

Usage

Supported file formats

Column mapping

Address fields

Contact fields

Other fields

Example CSV

Output formats

Summary statistics