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Solutions 04 systems
01Decision Support02Customer & Revenue03Document & Case Intelligence04Agentic Automation
ImplementationResponsible AIAbout
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Workflow systems01—04
Solutions overviewFour focused systems for evidence-heavy operational work.Explore the capability map01Decision SupportPrepare reviewable context for expert decisions02Customer & RevenueConnect research, preparation, and follow-through03Document & Case IntelligenceStructure complex document sets with evidence intact04Agentic AutomationBounded agents for existing systems

AI engineering for complex operations

Put AI to work across documents, decisions, and operations.

Denalix designs and implements governed AI workflows for document-heavy, decision-intensive work—connecting source evidence, human review, and existing systems from intake through action.

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Evidence linked Human accountable Built for existing systems
Domain example · vendor operations01 / 04
Illustrative workflow Case 2048
New caseNorthshore Components

Vendor onboarding

09:42
W-9Identity matched
Security review42 items
!Insurance certificateMissing
Onboarding briefReview-ready context
6 sources

Business identity matchedEntity and tax record aligned

W-9 · p.1
i

Security review completeRequired controls answered

42 items
!

Review requiredCurrent insurance certificate missing

Checklist
Human review gateOperations owner approves the next step
Audit event recorded
Source lineage6 linked records
Review boundaryHuman authority
Governed agentsWorkflow modernizationDomain-aware implementation

The operating gap

Expertise should drive the work—not chase it.

High-stakes teams do not need another layer of disconnected AI. They need specific workflows rebuilt around evidence, judgment, and controlled action.

Two professionals reviewing documents and operational details together at a desk
The work behind the workflow / photographyThe starting point is real work: the records, decisions, and handoffs teams navigate every day.
01

Critical information arrives unstructured

Email, forms, spreadsheets, scans, and narrative documents force teams to assemble the same case context by hand.

02

Expert judgment starts after hours of preparation

Specialists spend valuable time finding facts, checking policy, and documenting what they already know to review.

03

Operational work is split across systems

Research, review, handoffs, follow-up, and service work lose momentum between tools, queues, and teams.

04

AI pilots reach controls too late

Evidence, permissions, evaluation, integration, and monitoring must be designed into the workflow—not added after it.

One connected lifecycle

Modernize the work around the decision.

Explore where AI can assist across an operational lifecycle—and where human authority remains essential.

Connected workflow nodes with controlled pathways and a review checkpoint
Bounded orchestration / illustrativeEvery transition has a defined path, permission boundary, and review gate.
WorkCapture configured facts with source links
AI assistanceClassify, extract, normalize, and retain lineage
Human controlLow-confidence facts are visibly flagged for review

Solutions

Four focused places to begin.

Start with one high-friction workflow. Design the controls with the capability. Connect it to the systems people already use.

01

Document & Case Intelligence

Classify, extract, reconcile, and route complex document sets with their source context intact.

  • Document and packet classification
  • Missing and conflicting information detection
  • Evidence-linked case summaries
Explore solution
02

Decision Support & Knowledge Work

Give experts cited, decision-ready context while keeping judgment and authority with people.

  • Policy and guidance retrieval
  • Case summarization and analysis
  • Human-review escalation
Explore solution
03

Customer & Revenue Operations

Connect research, preparation, onboarding, follow-through, and renewal into a governed flow.

  • Account and client research
  • Proposal and communication preparation
  • CRM and work-management integration
Explore solution
04

AI Agents & Workflow Automation

Design bounded agents that use approved tools, work with existing systems, and leave a reviewable trail.

  • Agent and tool design
  • MCP and enterprise connectors
  • Legacy and API integration
Explore solution

The operating pattern

Evidence enters. Controlled work moves forward.

A governed agent workflow is more than a prompt. It connects approved context, deterministic logic, specialized tools, review points, and production telemetry.

A governed operating rail moving evidence through bounded tools, human review, and monitoring
System architecture / illustrativeCapability moves only through approved routes.
01

Connect

Use approved documents, data, APIs, and systems without changing the source of record.

02

Understand

Structure the case while retaining source lineage, confidence, and conflicting evidence.

03

Reason

Apply guidelines, appetite, deterministic rules, retrieval, and specialized tools.

04

Review or act

Route judgment to people and execute only within explicit authorization boundaries.

05

Observe

Monitor quality, cost, latency, reliability, tool use, and exceptions in production.

Approved context
Rules & tools
Human authority
Observability

Implementation services

Move from promising workflow to monitored production.

Every stage has an explicit decision gate. Scope, evidence, integration, quality, security, and adoption advance together.

A gated delivery path moving from assessment artifacts to a monitored production system
Delivery path / illustrativeMap, evaluate, integrate, then release through an explicit gate.
See the implementation approach
  1. 01

    Assess

    Map the workflow, bottleneck, value case, and decision boundaries.

  2. 02

    Design

    Define the target flow, evidence model, tools, controls, and review points.

  3. 03

    Prototype

    Build a bounded path around one high-value workflow and realistic cases.

  4. 04

    Evaluate

    Test grounding, citations, rules, tool use, failure modes, cost, and latency.

  5. 05

    Integrate

    Connect approved systems, prepare people, release carefully, and monitor.

Integration

Keep your systems of record in control.

Agents work through approved pathways. Denalix designs around the systems, permissions, and operating model already in place.

Governed workflowPolicy · permissions · audit
Email & documents Core apps & workbench CRM & case systems Data & rating services Identity & audit Models & observability

Responsible AI

Controls people can see and operate.

Trust becomes practical when every source, permission, review point, action, and production signal is available to the people accountable for the workflow.

Abstract layered evidence and governance architecture
Control plane / illustrativeEvidence, authority, and action stay connected.
01

Human authority

Named people own judgment, approval, and exceptions.

02

Source evidence

Facts and recommendations trace back to reviewed sources.

03

Role-based access

Users and agents receive only the access their task requires.

04

Data isolation

Boundaries follow the engagement and customer architecture.

05

Pre-deployment evaluation

Quality and safety are measured before a workflow scales.

06

Continuous monitoring

Track behavior, reliability, cost, latency, and exceptions.

Shared responsibility: final controls depend on customer architecture, policies, connected vendors, and engagement scope.

Explore responsible AI & security

Domain-aware by design

General-purpose engineering. Specific operational context.

The architecture is reusable. The evidence, policy, vocabulary, authority, integrations, and evaluation model are built around the domain.

Distinct material landscapes connected by one coherent operating path
Domain atlas / illustrativeOne engineering foundation, adapted to the evidence and authority model of each domain.
01

Insurance

Prepare submissions, underwriting context, claims files, and renewal work while preserving licensed authority and core-system control.

Submission Review Authorized action
See the decision pattern
02

Financial services

Structure onboarding, due diligence, lending support, and exception-review cases without turning assistance into an automated regulated decision.

Packet Due diligence Exception review
See the document pattern
03

Healthcare operations

Support referral intake, records preparation, prior-authorization administration, and service coordination with explicit human review.

Referral Records Operational review
See the agent pattern
04

Legal & professional services

Support matter intake, due diligence, contract preparation, knowledge retrieval, and delivery with professional review intact.

Matter Evidence Professional review
See the service pattern

AI Workflow Assessment

Bring one workflow. Leave with a practical path.

We’ll map the bottleneck, evidence, controls, integration needs, and a phased implementation approach.

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