Hybrid Content Processing AI - Miftah Industri
Miftah Industri · Operations & Productivity
Certification per Microsoft Marketplace.
Evidence tier Source Confirmed · 8 captures on record
What the publisher says
As described on Microsoft Marketplace.
- End-to-end content pipeline – The system automatically:
- Ingests various formats (PDF, DOCX, images, audio).
- Extracts text & metadata using Azure AI Vision / Azure AI Document Intelligence.
- Performs transformation & normalization (cleaning, language detection, summarization).
- Evaluates/classifies content (sentiment, topic, PII detection).
- Stores & indexes results into Azure Storage / Search for further consumption.
- Hybrid AI Chat – The chatbot combines LLM (Azure OpenAI) + pipeline retrieval, enabling users to ask questions like “What’s the summary of contract X?” or “Show documents with negative sentiment.”
- Modular handler framework – Each stage is implemented as a pluggable Python handler—just register it in the configuration.
- Scalable microservices – Composed of three services:
- Processor (pipeline worker)
- API (REST/WS for Hybrid AI Chat)
- Web (UI/visualization)
All run on Azure Container Apps with auto-scaling based on queue load.
Show the rest of the publisher’s description (5 more lines)
- Built-in security – Microsoft Entra ID & ensure secrets are not stored in code.
- Observability – Logs, metrics, and tracing are sent to Azure Monitor for quick detection of errors & bottlenecks.
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Compliance
- FedRAMPConfirmedNot listed90%, registry-checkedNo FedRAMP Marketplace entry matched this vendor's domain, checked 2026-08-27registry recordas observed 2026-08-27
Confirmed means matched to a public authoritative registry. Claimed means the vendor or its listing states it, not yet cross-checked. A framework not shown was not found in any source we hold, which is not evidence against it. Not listed means a scoped registry check found no match for this vendor's domain: a No is a scoped registry check, not a compliance judgment. Confidence bands: 95% domain-verified, 90% registry-checked, 80% self-attested, 70% weak signal. Self-attested items marked “vendor's site” are gathered from the vendor's own website and are not verified by us.
Vendor
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Sources
Publisher resources
2 linksLinked repositories
Unknown means this listing does not publish a repository. It is not a statement that the code is closed, and a linked repository is not a claim that the publisher wrote it: the registry computes that relationship privately and does not publish it.
Evidence risk is the share of the build you cannot see before you deploy, not a security rating. Sign in to see the layer-by-layer basis for this band.