Use Cases

Find your situation, not a case study.

These are common starting points, not client stories — we don't have client names to share yet. Each one maps a real need to the capabilities, delivery model, and workflow it actually takes.

Need 100 annotators?

You have a large, time-boxed labeling job and no internal team sized to run it.

Delivery model

Team sized to your volume and timeline, trained against a written labeling spec before work starts.

Expected workflow

01

Discovery: confirm volume, timeline, and labeling spec

02

Pilot batch against agreed quality criteria

03

Team scales to full volume once the pilot clears benchmark

04

Independent QA layer runs alongside production

Need CRM cleanup?

Your CRM has drifted out of sync — duplicates, stale fields, inconsistent formatting — and no one owns fixing it.

Delivery model

A one-time cleanup pass, followed by an optional standing hygiene cadence so it doesn't drift again.

Expected workflow

01

Audit current record state and define a field standard

02

Deduplicate and correct existing records

03

QA pass against the new standard

04

Optional: ongoing maintenance cadence

Need insurance documentation support?

Verification and documentation backlogs are delaying scheduling or claims turnaround.

Delivery model

A support workflow with defined turnaround targets, trained on your specific systems and payer rules.

Expected workflow

01

Map current documentation and verification workflow

02

Train against your specific systems and rules

03

Run production with defined turnaround SLAs

04

Weekly governance review of backlog and accuracy

Need marketplace catalog operations?

Seller or merchant supply is growing faster than your team can onboard and QA it.

Delivery model

An onboarding and listing QA workflow that scales with supply-side volume.

Expected workflow

01

Define onboarding and listing QA standard

02

Pilot against a batch of real sellers/merchants

03

Scale team to match onboarding velocity

04

Ongoing QA sampling and error tracking

Need a logistics tracking desk?

Shipment exceptions surface only after a customer complains, and dashboards are chronically stale.

Delivery model

A monitoring desk with defined exception-handling and escalation paths across your carriers.

Expected workflow

01

Map current carriers and exception types

02

Define escalation paths and reporting cadence

03

Run monitoring desk in shadow alongside your team

04

Full production with weekly governance review

Need a research operations team?

You need market or lead research at volume, with sourcing your team can actually trust.

Delivery model

A research team operating against a documented methodology, with sourcing attached to every finding.

Expected workflow

01

Define research scope and sourcing standard

02

Pilot batch reviewed for sourcing quality

03

Scale to full research cadence

04

Ongoing QA sampling of sourced claims