Send unstructured text → get validated JSON.
Schema enforcement, auto-retry, and full observability for production AI pipelines.
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Where SafeParse fits in your stack
Your app
sends raw text
SafeParse
validates · retries · logs
Validated JSON
delivered via callback
Pipeline continues
CRM · DB · automation
Schema-enforced
Every response validated before delivery
Smart retries
Context-aware, not blind repetition
Multi-model
OpenAI · Anthropic · Google, with fallback
Full traces
Every request logged, replayable
Zero config
POST text, get JSON. Ship in minutes.
The failure you've already seen
Without SafeParse
Input: invoice email from Acme Corp
// LLM output { "vendor": "Acme Corp", "total": "" }
✗ Automation continues running
✗ Accounting system receives total = ""
✗ Data silently corrupted — no alert fired
With SafeParse
Same input — schema enforced
// Validated output { "vendor": "Acme Corp", "total": 450.00 }
✓ Validation failed — retry triggered automatically
✓ Correct result delivered to your pipeline
✓ Full trace logged — every step visible
Testing works. Users are happy. Then you ship — and none of the safeguards you assumed existed actually do.
The model returns a slightly different shape in production. A required field is missing. Your downstream system crashes silently. You find out from a user complaint three hours later.
OpenAI rate-limits at 2am. There's no retry logic, no alerts, no queue. You wake up to 400 failed records and no way to tell which ones need reprocessing.
A field comes back empty. Was it missing from the source? A model hallucination? A schema mismatch? No trace, no classification, no way to know without rebuilding the request from scratch.
OpenAI has an outage. Your entire pipeline is down. You have no fallback, no way to reroute, and nothing to tell your users except "we're looking into it."
Every model response is validated against your schema before it leaves SafeParse. Invalid output is caught, retried, or blocked — never silently passed to your system.
PAYLOAD RECEIVED
POST accepted · processing via Invoice Parser
VALIDATION FAILED
Missing required fields: total_amount, invoice_id
AUTO_RETRY_TRIGGERED
Injecting failure context · re-prompting with corrections
CONTRACT ENFORCED
Valid JSON recovered · delivered · 1,840ms total
SafeParse retries intelligently — injecting failure context into the prompt so the model understands exactly what went wrong. Not a blind repeat. A corrected attempt.
Every extraction is logged, traced, and classified. Not just success or failure — the exact failure reason, the input, the output, and the full retry timeline.
99.2%
Success rate
1,240ms
Avg latency
8,341
Total requests
Async processing
Your pipeline doesn't block waiting for the model. SafeParse processes asynchronously and delivers results to your callback URL.
Pipeline alert triggered
Invoice Parser · failure rate exceeded 15% threshold over last 30 minutes
Alert fired via webhook before any user noticed degradation.
Drop-in for any workflow
SafeParse is infrastructure, not a utility. Async processing, guaranteed delivery, proactive alerting, and model independence — the things you'd eventually build yourself, already done.
Used for
🧾
Invoice processing
📧
Email parsing
📋
Contract review
🎯
Lead enrichment
🎙️
Transcript analysis
📄
Document extraction
No AI expertise required. Define what you need. SafeParse handles the rest.
Add fields like invoice_id, vendor, total. Set types, mark required fields, choose your model. No JSON knowledge needed.
Invoices, emails, transcripts, contracts, chat logs — anything goes. Send it as plain text or JSON. SafeParse handles the messy input so you don't have to.
SafeParse validates, retries if needed, and delivers clean structured data. Your downstream system never sees invalid output.
{
"invoice_id": "INV-2024-0847",
"vendor": "ACME Supplies Co.",
"total": 186.06,
"due_date": "2026-03-02",
"is_overdue": true,
"line_items": [
{ "description": "Ballpoint Pens x50", "amount": 60.00 },
{ "description": "Legal Pads x10", "amount": 45.00 },
{ "description": "Stapler HD x2", "amount": 45.98 }
]
}
Start free. Scale as your pipelines grow. No surprise bills.
Hobby
Free
Forever
Includes
Pro
$29/mo
or $23/mo billed annually
★ Everything in Hobby, plus
Agency
$99/mo
or $81/mo billed annually
★ Everything in Pro, plus
1 credit = 1 extraction request
Need more? Top-up packs available: 1,000 · 5,000 · 25,000 credits (never expire for 12 months)
Get early access to the reliability layer for AI pipelines. We're opening in small batches and will reach out personally when your spot is ready.