MBE & SBE Certified — NCTRCA, City of Houston, NMSDC
+1 770-317-3247  ·  info@accutechdc.com
Accutech — Affordable Intelligence

MIRS — Manual Image Review System

Built by people who run review floors, not by a software company.

Most review software is designed by vendors who have never staffed a queue. MIRS was designed by an operator — a team reviewing 15 to 20 million toll images a month that knows exactly which parts of this job break under load, because we hit them every day.

<1sImage load time
7Modules
3Deployment models
100%Actions audit-logged

Why it exists

Manual review looks like an irreducible cost. It is actually a process you can tune.

In an otherwise automated toll system, manual image review reads like a permanent drain — an unavoidable consequence of using ALPR at all. Treated that way, it stays expensive forever. Treated as a process with measurable inputs, it gets steadily cheaper and steadily more accurate.

Every agency has its own mix of in-state and out-of-state traffic and its own growing list of specialty plates. Add all-electronic tolling and pay-by-plate, and manual review grows in importance rather than fading away.

MIRS was designed around the things that actually disrupt a review operation: unexpected volume swings, reviewer turnover, training load, inconsistent accuracy, thin performance visibility, and audit trails that fall apart under scrutiny.

The design goal was continuous improvement rather than throughput alone. If you cannot see which reviewer, which queue, which plate type and which gantry are producing your errors, you cannot reduce them — you can only add people.

MIRS makes those things visible by default, to your team as well as ours. An agency running MIRS can tune its own review program instead of accepting whatever accuracy it happens to get.

The application

Seven modules, one transaction record.

A transaction carries its full history through every stage — who saw it, what they keyed, what disagreed, who adjudicated and why.

  1. 01DashboardLive queue depth, oldest pending, throughput and review times, in graph and report form.
  2. 02Plate ReviewThe double-blind character-entry queue, validated against your configured plate rules.
  3. 03State ReviewJurisdiction identification as its own blind queue, separated from character entry.
  4. 04Manager ReviewSupervisor adjudication of every disagreement and every proposed coded-off plate.
  5. 05ROI IdentificationRegion-of-interest extraction and enhancement to produce the most readable frame.
  6. 06Exempt Vehicle EntryTrusted, exempt and sensitive list management, applied before a transaction reaches a queue.
  7. 07ReportsTransaction, reviewer, audit and reason-code reporting, scheduled or on demand.

What it gives you

Visibility is the feature. Everything else follows from it.

Transaction visibility

  • Oldest pending transaction, live
  • Total reviews and transactions per day
  • Average review time per transaction
  • Queue depth by type and jurisdiction
  • Report and dashboard graph views

Reviewer visibility

  • Reviews per minute and per hour
  • Daily totals per reviewer
  • Error rates and escalation rates
  • Personal dashboard showing performance over time
  • Trend view across shifts and weeks

Audit and training

  • Transaction audits to verify accuracy
  • Audits created and assigned to any user
  • Transactions flagged for training without leaving the record
  • Escalation to management for final disposition
  • Complete, exportable action history

Automation and routing

  • Auto-processing against trusted and exempt lists
  • Sensitive list routed to manual handling to avoid complaints
  • Multi-queue routing by plate type, jurisdiction or rule
  • Machine-assisted candidate suggestions for reviewers
  • Threshold-driven intake from your ALPR

Configuration

  • License plate special characters
  • Prefix and suffix values
  • Plate types per jurisdiction
  • Reason-code set defined with you
  • Role definitions and separation of duties

Performance

  • Sub-second image loads by design
  • Built for sustained high-volume queues
  • Scales with reviewer count, not against it
  • Real-time dashboards under production load
  • Specified against production volumes we work at daily

Deployment

Three ways to run it.

The platform and the people are separable. Take both, or take either.

Managed service

We run MIRS, you get the output

Our platform, our reviewers, your service levels. You receive dispositions, reason codes and reporting, and never operate the system yourself. Where a programme already runs on an agency or integrator platform, our teams work in that system instead — the method does not change.

Licensed, hosted

Your team, our platform

MIRS delivered as a cloud service for your own reviewers. Useful where you want the tooling and the visibility but intend to keep review in-house.

On-premise

Inside your environment

Deployed within your infrastructure where data residency, network isolation or agency policy requires the system to sit behind your own perimeter.

Our reviewers work in whatever system a programme requires, including an agency’s or integrator’s existing platform. MIRS is what we offer when you want the tooling as well as the people — or when there is no platform in place yet.

See it running on your own images.

Send us a sample file and we will demo MIRS against your transactions rather than a canned data set, then hand back the accuracy report.