What you can hire us for
Multivon is pre-product and pre-revenue. The OSS is where the work lives. If one of the things below would actually unblock you, email hello@multivon.ai — we’ll figure out scope, timeline, and price together.
Today
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Custom adversarial PDFs for your domain
We extend the pdfhell trap families with cases procedurally generated from your document templates (claims, contracts, lab reports, statements). You get a private suite that breaks the assumptions your specific vendor stack relies on.
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On-prem deployment bundle
multivon-eval + pdfhell packaged for air-gapped or VPC-only environments. Local judge models (vLLM / Ollama / Bedrock private endpoints), offline audit-pack generation, no outbound calls.
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Custom evaluator calibration against your data
We calibrate judge thresholds against a labeled slice of your traffic, report Cohen’s κ vs your human labels, and ship a tuned EvalSuite + threshold YAML you can drop into CI. CIs reported on every number; no claims where they overlap.
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Audited eval-pack for procurement
A tamper-evident bundle (hash-chained NDJSON, SHA-256 manifest, EU AI Act / NIST AI RMF / HIPAA / DPDP India mappings) tailored to your customer’s diligence checklist. Forwardable directly to your buyer’s security review.
Coming
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Hosted pdfhell generator — early access
A hosted version of the pdfhell adversarial generator with a managed trap-family library and per-tenant suites. Early access is open — email hello@multivon.ai.
Everything else is Apache 2.0 on PyPI — see /eval.