AI API Ingestion,
Guaranteed Consistency

Turn unpredictable inputs into dependable, structured outputs

The Normalization Bottleneck

Every integration hands you PDFs, screenshots, transcripts, and free-form responses. You need the same clean JSON every time, but teams burn cycles writing bespoke parsers, retry loops, and validation checks whenever inputs drift.

5×

integration iterations before launch

42%

of outages caused by schema drift

80%

of engineering time spent on glue code

Meet Your AI Endpoint: Scribes

Scribes act as abstract endpoints that orchestrate prompts, tools, and validation to deliver deterministic outputs. They version your logic, watch for drift, and hand back the same contract—no matter what the world throws at your API.

Abstracted Endpoint

Expose a single endpoint to your product or partners. Scribes handle orchestration, retries, and shaping—so consuming teams only see clean, typed payloads.

Variance Handling

Blend large language models, deterministic rules, and custom validators to tolerate spelling errors, missing values, or unexpected formats without failing your contract.

Versioned Pipelines

Ship new extraction logic safely with side-by-side testing, automated regression alerts, and instant rollbacks when partners change their payloads.

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Built for Messy Inputs

Whether you're normalizing deals, invoices, or support tickets, Scribes guarantee the same schema every time.

Schema Enforcement

Define output contracts once, and let Scribes enforce required fields, data types, and relationships before data hits your systems.

Continuous Retraining

Capture edge cases, replay failed payloads, and promote new instructions without downtime using built-in evaluation workflows.

Secure by Design

Keep credentials, secrets, and PII isolated. Obelisk provides auditable trails and SOC2-ready controls for every request.

Observability & QA

Monitor latency, cost, and accuracy in real time with built-in dashboards, alerts, and human review queues when needed.

Ship Integrations Without the Glue Work

Let Scribes abstract the messy, multi-model orchestration behind a simple API call. Your team launches faster, your partners get predictable responses, and your business scales without brittle scripts.

Usage-based pricing. No minimums. Built for production workloads.

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