BULK LIST SCORING
Use Signup Risk API to evaluate existing signup, account, CRM, waitlist, or imported records asynchronously. Process each row with the same deterministic risk engine and retrieve structured allow, review, or block results for downstream workflows.
200 requests/month · No credit card required
Bulk processing available on Scale+
THE PROBLEM
Teams often need to review existing records after signup—imports, waitlists, CRM data, account exports, seller lists, support investigations, or other operational datasets. Without a consistent bulk workflow, those reviews become manual and difficult to reproduce.
Reviewing emails, names, domains, and signup context manually across many records is slow and inconsistent.
Imported CRM, waitlist, or account datasets can contain disposable addresses, malformed records, typo domains, placeholder-style identities, and other entries that deserve different handling.
Support, moderation, trust, and operations teams may need a repeatable way to evaluate groups of existing accounts or submissions using the same scoring rules.
Manual reviews often produce different outcomes depending on who evaluates the row. A versioned scoring model gives teams a repeatable baseline.
HOW IT HELPS
Use bulk processing when one-at-a-time synchronous requests are not the right operational workflow.
STEP 01
Available on Scale and above. Upload a CSV of up to 1,000,000 rows per job, with row-level errors isolated. Each row includes an email address and may include additional supported context such as name or IP when applicable.
STEP 02
Signup Risk API evaluates each row using the same deterministic analysis pipeline while isolating row-level failures so one invalid record does not fail the entire batch.
STEP 03
Retrieve row-level decisions, scores, checks, explanations where requested, and errors for rows that could not be processed successfully.
RISK CHECKS
Normalize and validate email structure, evaluate disposable-email usage, detect typo domains, classify provider type, and inspect domain infrastructure.
When a name is supplied, evaluate name-to-email alignment and identity consistency without claiming to verify the person’s real identity.
Classify provider type and role-address status as supporting context for routing and review.
Return a deterministic 0–100 risk score, risk band, and allow, review, or block recommendation for each successfully analyzed row.
Bulk processing can stop cleanly when a job is cancelled, and quota for rows that were not processed is refunded.
Continue processing valid rows when another row is malformed or otherwise cannot be analyzed.
When requested and available under the customer’s plan, include structured explanation context so teams can understand what drove each decision.
WORKFLOW
STEP 01
Send up to 50 records through the bulk workflow, or use the dashboard workflow for supported file-based reviews.
STEP 02
Signup Risk API evaluates each row independently using the same versioned signup-risk engine.
STEP 03
Poll the bulk job status until processing completes or the job is cancelled.
STEP 04
Use row-level recommendations, checks, explanations, and errors to drive imports, reviews, cleanup, or other downstream workflows.
Bulk scoring evaluates signup-risk context at scale. It does not perform deduplication, identity resolution, company enrichment, or behavioral analysis across rows.
OUTCOMES
Bulk scoring gives teams a repeatable way to evaluate existing records with the same versioned risk model used for real-time signup analysis, without manually reviewing every row from scratch.
Evaluate batches of signup, account, CRM, waitlist, or imported records using one consistent decision model instead of inspecting every row manually.
Continue processing valid records even when another row is malformed or cannot be analyzed successfully.
Use allow, review, or block recommendations to drive cleanup, review, import, moderation, CRM, or operational workflows.
Signup Risk API returns the analysis; your application or operations team decides what each result means for the downstream workflow.
Large review queues create real operational cost. Manual inspection, spreadsheet cleanup, CRM triage, moderation review, and support investigations all consume time that can often be prioritized more effectively with structured risk evidence. Bulk scoring helps teams decide where human attention is actually needed.
Signup Risk API evaluates signup-risk context for each row. Deduplication, company enrichment, identity resolution, behavioral analysis, and data normalization tools can continue handling the broader data-management tasks they are designed for. Use Signup Risk API alongside your existing dashboards, CRM systems, support tools, moderation workflows, spreadsheets, or internal review processes.
START SCORING LISTS
Use Signup Risk API to evaluate signup, account, CRM, waitlist, or imported records asynchronously and retrieve explainable allow, review, or block results for downstream workflows.
200 requests/month · No credit card required
Bulk processing available on Scale+
