Coherence helps industrial groups run high-risk plant work with evidence, governance, and AI support. It connects contractor compliance, gate access, permits, LOTO, calibration, shift handover, NCR/CAPA, statutory obligations, contracts, BOQ reconciliation, vendor behavior, downtime, consumables, tool custody, and visual work instructions.
Real-World Operating Problem
Coherence is built around the contractor as the shared operating record. The same contractor who enters the gate, works on a permit, triggers an NCR, returns a tool, affects downtime, submits a bill, and bids for the next contract should carry one accountable history.
AI Operating Layer
Coherence uses a multi-LLM provider strategy with support for Gemini and Google Vertex AI programs, OpenAI-compatible APIs, Anthropic-style models, OpenRouter, Ollama, and simulated offline fallback for testing. The product keeps AI grounded in workflow evidence, citations, permissions, and human approval.
Lets users ask questions across permits, SOPs, compliance records, vendor histories, shift logs, contracts, and dashboards without leaving the work context.
Agents can prepare drafts, surface exceptions, and recommend next steps while the platform preserves permissions, audit trail, and approval responsibility.
Supports image analysis, document extraction, form drafting, and evidence summarization for site reports, audits, safety observations, and compliance submissions.
Vendor and contractor intelligence is presented as explainable signals: expired compliance, late closures, NCR patterns, overdue returns, permit discipline, and performance history.
Capability Map
The platform is organized into practical operating zones so each buyer can adopt the modules they need while still building one connected industrial record.
Worker master, contractor deployment, document validity, compliance state, principal-employer exposure, gate eligibility, vehicle matching, muster records, and returnable gate pass control.
High-risk permits, isolation points, gas tests, confined-space attendant logs, SIMOPS conflict detection, calibration fitness, worker acknowledgement of current instructions, and permit activation gates.
NCR state machine, CAPA ownership, compliance snapshots, audit findings, statutory obligation calendar, personal liability mapping, reminders, and escalation paths.
BG, EMD, and SD tracking, invocation workflow, contract lifecycle management, variation orders, EOT, retention ledger, DPR-fed progress, BOQ-to-actual-to-invoiced reconciliation, and front-loading checks.
Structured shift logs, auto-pulled active permits and downtime, production counts, OEE with data-quality tier, micro-stop patterns, consumable issue, expiry, standards, and rate-deviation review.
Vendor behavior signals, contractor performance dossiers, disclosed evaluation criteria, bidder past-performance surfaces, tender intelligence, and procurement decision support.
Tool issue, return, repair, custody, calibration-gated issue, returnable gate pass movement, and contract close-out checks for open tool obligations.
QR asset portal, read-model wallboards, lost-feed state, org-scoped entity search, and audited retrieval across operational records.
Versioned forms, field provenance, approval flows, notification ladders, channel routing, non-suppressible emergency paths, templates, and durable delivery records.
Product Suites
Coherence can land with plant teams or commercial teams, then expand into enterprise intelligence once the operational corpus is strong enough.
Contractor compliance, worker eligibility, gate checks, vehicle matching, muster, and returnable gate pass control for sites that need safer access decisions.
PTW, LOTO, calibration, NCR/CAPA, shift handover, statutory calendar, OEE, visual SOP, and high-risk work governance for EHS and plant operations.
BG/EMD/SD tracking, CLM, EOT, variation orders, retention, DPR confidence, BOQ reconciliation, invoice exceptions, and commercial exposure control.
Vendor risk signals, contractor dossiers, tender intelligence, bidder history, leadership dashboards, and governed AI retrieval across the full plant-commercial record.
Role-Based Value
The product is not a generic dashboard. It is designed around the daily decisions that industrial teams actually need to make.
See contractor readiness, high-risk permits, open shift items, downtime patterns, chronic losses, and unresolved safety actions across sites.
Control PTW, LOTO, gas tests, calibration gates, statutory obligations, NCRs, CAPA owners, visual SOP acknowledgements, and audit readiness.
Use clear eligibility decisions backed by worker status, deployment, contractor state, headcount rules, hazardous-zone requirements, and active restrictions.
Track guarantees, retention, LD exposure, EOT, variation impact, BOQ variance, invoice risk, and contract close-out blockers from actual execution data.
Review vendor behavior signals, contractor performance dossiers, tender evaluation context, disclosed criteria, and historical execution evidence.
Understand missing compliance items, permit readiness, returned tools, disputed events, open corrective actions, and the facts behind performance signals.
Trust Foundation
Coherence combines AI assistance with hard operational controls, auditability, and deployment patterns that fit plant environments.
Hash-chained audit logs, approval history, source-linked AI responses, event records, and immutable compliance snapshots help teams prove what happened and why.
Role-based permissions, organization scoping, contractor user boundaries, module entitlements, and protected routes keep operational data separated and controlled.
Functional locations, hazard classification, gate decisions, safety workflows, and read models support plant execution rather than forcing teams into generic back-office software.
Forms, workflow definitions, notification ladders, standards, and escalation behavior are configurable with versioning and approval discipline.
Implementation Paths
Start with the buyer and workflow that matters today, then extend into adjacent modules without rebuilding the operating record.
Deploy M01, M02, and M07 to clean contractor master data, worker eligibility, gate entry, muster, and material movement.
Add PTW, LOTO, calibration, NCR/CAPA, statutory calendar, shift handover, and visual SOP gates.
Turn safety events, downtime, consumables, and contractor behavior into explainable insights for leadership.
Deploy BG/EMD/SD tracking, contract lifecycle, retention, EOT, variations, and BOQ reconciliation.
Connect contracts with DPR confidence, gate presence, permit execution, NCRs, and shift handover records.
Use vendor behavior and contractor performance signals during renewals, negotiations, and future tender evaluations.
Index SOPs, permits, compliance records, contracts, vendor history, shift logs, and site evidence with clear permissions.
Enable multi-LLM chat, image/document analysis, workflow drafting, risk summaries, and source-linked answers.
Move from recommendations to controlled AI-assisted actions with human approval, audit trail, and role-based gates.
See how Coherence connects gate eligibility, PTW safety, contractor compliance, commercial exposure, and vendor intelligence into one governed operating system.
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