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From the enterprise blog – Page 2

Practical answers about private AI, document processing, and agents at work.

33 articles · Page 2 of 3

Enterprise agents
Why enterprise AI assistants answer from outdated documents
Diagnose outdated AI answers by testing source updates, ingestion, indexing, retrieval, and conversation context with a reproducible freshness checklist.
Sarath Chandran
Sarath Chandran
July 21, 20268 min read
Private AI
High availability for private AI: finding single points of failure
Map the model service, databases, storage, queues, and network dependencies that determine whether a private AI application survives a component failure.
Sarath Chandran
Sarath Chandran
July 17, 20269 min read
Document processing
Improving OCR accuracy: reprocess, rescan, or review?
Use a practical scan-quality triage method to decide when to reprocess an image, request a better source, or review it manually.
Sarath Chandran
Sarath Chandran
July 14, 20265 min read
Enterprise agents
When internal documents disagree: which source should AI trust?
Resolve conflicting internal sources with applicability, authority, version, and effective-date checks before an AI assistant presents a conclusion.
Sarath Chandran
Sarath Chandran
July 10, 20269 min read
Private AI
Why is a self-hosted LLM slow?
Troubleshoot a slow self-hosted LLM by isolating request length, waiting time, generation, concurrency, and serving configuration in controlled experiments.
Sarath Chandran
Sarath Chandran
July 7, 20265 min read
Document processing
Testing document extraction on unfamiliar layouts
Design a held-out layout test with consistent annotations, field-level scoring and a reproducible record of errors.
Sarath Chandran
Sarath Chandran
July 3, 20269 min read
Enterprise agents
Measuring an AI pilot: task completion, errors, and human rework
Measure verified task completion, human repair, material errors, access boundaries, and user effort so an AI pilot score reflects finished work.
Sarath Chandran
Sarath Chandran
June 30, 20266 min read
Private AI
Air-gapped AI deployment: requirements beyond installation
Plan the model artifacts, software dependencies, transfer process, updates, and recovery checks an air-gapped AI service needs after installation.
Sarath Chandran
Sarath Chandran
June 26, 20268 min read
Document processing
Document classification: handling unknown document types
Decide when document classification should select a known type, return an unknown result, or send an ambiguous record for review.
Sarath Chandran
Sarath Chandran
June 24, 20265 min read
Enterprise agents
Setting least-privilege permissions for AI agent tools
Define agent permissions with an action and resource matrix, then test permitted operations, prohibited variations, execution identity, and approval boundaries.
Sarath Chandran
Sarath Chandran
June 19, 20267 min read
Private AI
Sizing on-premises AI for your actual workloads
Size on-premises AI with representative requests, input lengths, peak concurrency, and service expectations instead of relying on employee counts.
Sarath Chandran
Sarath Chandran
June 16, 20266 min read
Document processing
Validating extracted data against business rules
Separate extraction errors from inconsistent source documents using explicit field, arithmetic and cross-record validation rules.
Sarath Chandran
Sarath Chandran
June 12, 20269 min read

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