AI-DNO

Diagnostic Network Optimization for equitable testing access

AI-DNO models facilities, devices, transport routes, and demand so you can design cost-efficient diagnostic networks—whether you are a Pro or Ultra solo planner or an Enterprise team.

The network challenge

Guesswork networks cost money and deny access

Placing devices and routes without scenario math means higher spend, longer turnaround, and communities left behind.

Without AI-DNO

Static, opaque networks

Facility lists and legacy placements decide where diagnostics live—while demand, transport, and equity stay invisible.

  • Blind device placement

    Machines sit idle in some sites while others queue samples for days.

  • Hidden cost trade-offs

    Budget debates happen without clear coverage vs. spend scenarios to compare.

  • Inequitable access

    Hard-to-reach populations wait longest for testing that should be nearest.

With AI-DNO

Modeled, equitable networks

Simulate facilities, devices, hubs, and routes—then choose designs that balance cost, turnaround, and access.

  • Scenario modeling

    Compare baseline vs optimized networks before you commit to a redesign.

  • Cost & access clarity

    See coverage, TAT, and budget impact side by side—not in separate spreadsheets.

  • Agent-grounded recommendations

    Ask the DNO agent for decisions tied to your project data, not generic advice.

AI-DNO impact focus

Networks designed for access & cost.

Compare
Scenarios
Clear
Trade-offs
Equitable
Access
2 modes
Plans

AI-DNO makes placement, routes, and budget trade-offs visible—so you redesign diagnostic networks with evidence, not guesswork.

Legacy networks leave machines idle in one place and queues elsewhere. Scenario modeling puts capacity where demand and equity gaps actually are, before you commit spend.

Network scenarios

Compare baseline vs optimized placements before you move a single device.

Cost & access clarity

See coverage, turnaround, and budget impact together—not in separate sheets.

Route & hub design

Model sample flow so hard-to-reach sites stop waiting the longest.

Product features & benefits

Design networks that balance cost, speed, and access

AI-DNO turns facilities, devices, and routes into scenarios you can compare before redesign.

Fewer idle machines

Put capacity where demand and equity gaps actually are—shorten queues where it matters.

Pro, Ultra & Enterprise

Work solo on Pro or Ultra, or with your org on Enterprise—the same optimization engine, the right collaboration model.

Grounded DNO advice

Ask for recommendations tied to your project network—not generic templates.

How it works

From network data to evidence-led design

AI-DNO makes placement, routes, and budget trade-offs visible before you redesign diagnostic capacity.

01

Map the network

Capture facilities, devices, transport routes, demand, and existing diagnostic capacity.

02

Run scenarios

Compare baseline vs optimized designs for cost, turnaround time, and equitable access.

03

Surface trade-offs

See where machines sit idle, where queues form, and which moves close access gaps.

04

Commit with clarity

Share plans in individual or enterprise workspaces so stakeholders align before spend.

Why AI-DNO

Modeled networks beat guesswork placement

Every idle device and every delayed sample is a design choice. AI-DNO makes those trade-offs visible before you redesign.

CapabilityStatus-quo networksWith AI-DNO
Device placement
History and politics decide locations
Baseline vs optimized scenario modeling
Budget decisions
Cost debates without coverage math
Side-by-side cost, TAT, and access impact
Equity
Hard-to-reach sites wait the longest
Access gaps surfaced in network design
Transport
Fixed routes that ignore demand shifts
Hub and route designs matched to flow
Collaboration
One planner’s spreadsheet, hard to share
Pro, Ultra, or Enterprise workspaces
Open source vs premium

Start free locally, scale in the cloud

AI-DNO open-source core covers baseline analysis and Open Referral optimization. The AI-NETRA platform adds collaboration, AI assistance, and enterprise controls.

Self-hosted

Open-source AI-DNO

Run the optimization engine on your machine with JSON/CSV inputs — ideal for analysts validating networks before programme rollout.

  • Baseline network metricsHeadline KPIs and validation reports
  • Open Referral MILPSample referral redesign optimization
  • JSON + CSV I/OCLI and local no-code UI (CSV upload in Prepare inputs)
  • No license feeApache-style OSS core; solver download on first install
Hosted premium

AI-NETRA platform

Multi-user workspace with agentic assistance, richer ingestion, and billing-backed feature limits with add-on packs.

  • Hosted workspaceProjects, scenarios, and team collaboration
  • AI agent chat & voiceGrounded recommendations on your network data
  • Excel ingestionPaid ingest jobs for programme workbooks
  • Usage limits + add-onsMonthly scenario caps with purchasable top-ups
  • Enterprise supportPer-seat metrics, sales-assisted plans
Get started with AI-DNOGet started with AI-DNO
Security & trust

Network planning you can share safely

AI-DNO supports individual and enterprise workspaces so facility and device data stays under your control.

Workspace isolation

Pro, Ultra, and Enterprise plans stay separated so organizational data is not mixed by default.

Controlled collaboration

Share scenarios with the right stakeholders—without exposing raw network details broadly.

Facility data care

Device, route, and demand inputs are treated as operational assets, not public artifacts.

Defensible trade-offs

Scenario comparisons stay transparent so budget and placement decisions can be audited later.

Compare tools

Why teams choose AI DNO

A side-by-side view of common DNO analysis tools — license, skills, timeline, and data history requirements.

CharacteristicAccessModOptiDxBI (Power BI / Tableau)AI DNO
License feeOpen sourceOpen accessLicense requiredSubscription (hosted platform)
Skillset requiredGIS analystSupply chain analystData analystProgramme manager (self-serve UI)
Typical timeline2–3 months3–6 monthsDepends on analysisMinutes to hours per scenario
DNO historyEncouragedRequiredDepends on analysisNot required
Further resourcesUNIGE AccessMod docsOptiDx.org guides & SOPsVendor training & dashboardsIn-app guide + AI agent support

Characteristics for AccessMod, OptiDx, and BI (Power BI / Tableau) align with the Stop TB Partnership DNO Implementation Guide (Annexure C). AI DNO reflects the Froncort platform.

Pricing

Choose the plan that fits how you work

AI-DNO supports solo planners on Pro or Ultra, and Enterprise teams — same optimization engine, the right workspace model.

Pro
Solo planners

Pro

Design and compare diagnostic network scenarios on your own—without organization setup.


  • Personal workspace Skip org setup and jump straight into projects
  • Network scenarios 20 optimization runs/month; +10 run add-on packs available
  • Network size Up to 500 network elements across your projects
  • Route & hub design Model sample flow for hard-to-reach sites
  • Grounded DNO agent Recommendations tied to your project network
Most popular
Ultra
Power solo planners

Ultra

Higher usage caps and a larger network footprint for advanced solo diagnostic planning.


  • Personal workspace Same solo workflow with expanded limits
  • Network scenarios 60 optimization runs/month with add-on top-ups
  • Larger network size Up to 2,500 network elements and 15 projects
  • Full DNO engine Scenarios, routes, and equity trade-offs
  • Grounded DNO agent More agent chat and voice minutes each month
Enterprise
Teams & orgs

Enterprise

Collaborate across your organization with shared projects, members, and invites.


  • Organization workspace Shared home for your program or partner team
  • Team invites & members Bring planners and reviewers into one org
  • Shared projects Collaborate on network redesigns together
  • Full DNO engine Scenarios, routes, and equity trade-offs
  • Grounded DNO agent Advice against your org’s project data
  • Program-ready collaboration Built for multi-site diagnostic planning

Pro includes 20 scenario optimizations per month. Need more? Purchase add-on packs anytime from your billing dashboard.

Next step

Design networks with evidence, not guesswork

Create your AI-DNO workspace, or reach out to explore enterprise collaboration.

FAQs

Questions about AI-DNO

How scenario modeling helps you redesign diagnostic networks before you move devices.