AI-DRIVEN CALL HANDLING

AI Belongs in the Console.
But Only on Your Terms.

We help 911 centers, 311 programs, and public-safety agencies evaluate, deploy, and govern AI in call handling, from voicebot intake to real-time translation to call summarization, with the operator-in-the-loop discipline and risk frameworks the work demands.

Every vendor pitching AI for your console is promising the same thing: faster, cheaper, better. We're the only firm asking the second question, what happens when the AI is wrong at 3 a.m., and whose license is on the line.

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Justin Scott Founder & Managing Director · Sentinel Solutions Group

AI IS ARRIVING IN THE CONSOLE WHETHER YOU ARE READY OR NOT

Dispatchers Hit Cognitive Overload
in the First 90 Seconds of the Hardest Calls

Emergency dispatchers sit at one of the highest-cognitive-load workstations in public service. They listen, type, read CAD, watch mapping, relay on the radio, and talk a caller through the worst moment of that person's life, simultaneously, under time pressure, with 97% accuracy required on every data point. Research now shows that on the hardest calls, a dispatcher hits cognitive overload within the first 90 seconds. At the same time, 82% of 911 centers report being understaffed, with one-in-four seats vacant nationally, and roughly one in five dispatchers meeting the clinical threshold for PTSD.

This is the real case for AI in the console, not to replace the dispatcher, but to give the dispatcher back the bandwidth they should have always had. Real-time language translation. Voicebot intake for verified non-emergencies. Distress detection. Automatic summarization for CAD entry. Post-call QA scoring that actually teaches. Sentinel Solutions Group builds AI-driven call handling programs around the operator, with human-in-the-loop design, data governance, bias testing, and procurement discipline, so the technology makes the job survivable instead of making it riskier.

90 SECONDS

Time to Dispatcher Cognitive Overload

82%

Of 911 Centers Report Understaffing

HUMAN + AI

Augmentation, Not Replacement

CHALLENGE

The challenge we solve.

AI vendors come armed with demo videos that never fail, model accuracy numbers with no bias testing behind them, and contract clauses that quietly grant training rights on your call recordings. Generic IT consultants evaluate these offers with enterprise-software frameworks that miss everything that matters: hallucinated summaries landing in CAD, translators getting the address right and the weapon wrong, voicebots trapping residents in menu loops at 3 AM. Sentinel brings vendor-neutral AI engineering and public-safety operations experience to every engagement. We assess AI use-case viability, bias-test models on your caller demographics, negotiate data ownership and audit-access clauses, design human-in-the-loop workflows, and put monitoring in place so you know your AI is performing as contracted, not just as marketed.

THE AI-IN-THE-CONSOLE REALITY

Built for AI that serves the call, not the marketing deck.

AI is arriving in public safety call handling whether agencies are ready or not, voicebot intake, real-time translation, sentiment and distress detection, auto-summarization for CAD, post-call QA scoring, supervisor coaching. Some of it is genuinely material. Some of it is reckless. The difference is never the model itself; it is the operator workflow around the model, the human-in-the-loop design, the data governance, the bias testing, and the failure-mode handling. Sentinel brings public-safety operations experience and AI engineering discipline to the same table so you can separate the signal from the marketing.

CHALLENGE

The challenge we solve.

AI vendors come armed with demo videos that never fail, model accuracy numbers with no bias testing behind them, and contract clauses that quietly grant training rights on your call recordings. Generic IT consultants evaluate these offers with enterprise-software frameworks that miss everything that matters: hallucinated summaries landing in CAD, translators getting the address right and the weapon wrong, voicebots trapping residents in menu loops at 3 AM.
Sentinel brings vendor-neutral AI engineering and public-safety operations experience to every engagement. We assess AI use-case viability, bias-test models on your caller demographics, negotiate data ownership and audit-access clauses, design human-in-the-loop workflows, and put monitoring in place so you know your AI is performing as contracted, not just as marketed.

COMMON CHALLENGES

Where AI in Call Handling
Goes Wrong

Hallucinated Call Summaries

AI summarizers that fabricate locations, weapon descriptions, or victim counts and feed them into CAD create incident records that get acted on. The hallucination becomes the dispatch.

Translation Failure on Critical Calls

A real-time translator that gets the address right but the weapon description wrong is more dangerous than no translator at all. Translation accuracy on emergency-domain vocabulary is not the same as general-purpose accuracy.

Bias in Distress Detection

Voice-stress and sentiment models trained on general populations systematically misread accents, regional speech patterns, and the speech of people in genuine emotional dysregulation. Equity outcomes show up in the deployment data.

Voicebot Off-Ramps That Do Not Work

A 311 voicebot that traps the resident in a menu loop or fails to escalate properly to a human is worse than the IVR it replaced. The off-ramp design is the program.

Data Governance & PII Exposure

AI vendors that train on your call recordings, retain transcripts, or route audio to overseas services create CJIS, HIPAA, and FOIA exposure that nobody flagged at signing.

No Human-in-the-Loop Discipline

AI deployed without operator review, supervisor escalation, or post-incident audit becomes a black box that nobody can defend in court, in council, or in a mortality review.

OUR APPROACH

Operator-in-the-Loop. Risk-Aware.
Vendor Neutral.

We have sat at consoles where the AI got it wrong, dispatched calls where the auto-summarizer missed the weapon, and built the bias-testing protocols that catch the failures before they become litigation. That mix of public-safety operations and AI engineering experience is exactly what AI deployments need to actually serve the call.

Vendor-Neutral Engineering

We do not take vendor commissions, resell AI services, or carry exclusive partnerships. Every recommendation is filtered through what is right for your call volume, your population, and your risk tolerance.

A Team, Not a Single Consultant

Every engagement draws on a bench of telecommunicators, supervisors, AI/ML engineers, accessibility and language access specialists, privacy attorneys, and former federal monitors, the right expert for the question on the table.

Operations-First Design

Operator workflows, escalation thresholds, supervisor visibility, and audit trails shape AI safety more than any model accuracy number. We design the operations first and let the AI serve the operation.

Standards-Aligned Architecture

NENA i3 NG911 AI integration patterns, NIST AI Risk Management Framework, ISO/IEC 42001 AI management systems, CJIS for call data, HIPAA for behavioral health, and APCO operational standards, we engineer to the standards that matter so your AI deployment is fundable, defensible, and auditable.

CORE CAPABILITIES

End-to-End Advisory
From Pilot to Production AI

Organizational Change Management

Introducing AI into the console reshapes how telecommunicators, supervisors, and trainers work. We build the training, communication, and governance to make the deployment trusted instead of resisted.

Risk & Readiness Assessment

AI use-case prioritization, risk-tier classification, bias and accessibility audit planning, and gap analysis against NIST AI RMF and ISO 42001, with a prioritized go/no-go roadmap.

Vendor Selection & Procurement

Vendor-neutral RFP development, technical evaluation, model accuracy benchmarking, and contract negotiation, including data ownership, training rights, and audit access clauses that most vendors hide.

Pilot & Production Program Management

Structured AI pilots with clear success criteria, defined off-ramps, embedded human review, and graduation gates, plus the change management to scale from pilot to enterprise without losing the safety rails.

Managed Services & Staff Augmentation

Embedded subject-matter experts for ongoing AI model performance monitoring, drift detection, bias re-testing, and operator feedback integration.

Independent Verification & Validation

Third-party model accuracy benchmarking, bias testing across demographic groups, hallucination rate measurement, and post-incident review protocols, so you know your AI is performing as contracted, not just as marketed.
THE SENTINEL DIFFERENCE · AI THAT KEEPS THE HUMAN IN THE LOOP

AI in the console, governed by the people accountable for the call.

AI-driven call handling is a design problem, not a product problem. What gets triaged, what gets routed, what stays with a human, those decisions define the practice. This signature is how Sentinel thinks about the architecture.

STEP 1 INTAKE Call reception IVR, queue mgmt, non-emergency filter STEP 2 AI TRIAGE Classification Intent, priority, urgency scoring CORE · SENTINEL DECISION Resolve · Escalate Self-service path, or human handoff STEP 4 HUMAN Warm handoff Context transfer, call-taker briefing STEP 5 OUTCOME Disposition Routed, resolved, logged, audited SENTINEL · AI THAT KEEPS THE HUMAN IN THE LOOP
Specialized Services

AI in dispatch is here. The question is whether anyone is governing it.

Every PSAP will face this decision in the next 24 months: how much AI, where, under whose authority, and with what recourse when it gets it wrong. Our specialized services are built for agencies that want to adopt AI without losing the operational judgment that made them credible in the first place.

Explore Specialized Services →
01 · Service

AI Governance Program (Ongoing Oversight)

Oversight

Ongoing policy maintenance, audit support, and vendor-behavior monitoring for responsible AI use in dispatch environments.

02 · Service

Human + AI Workflow Design

Optimization

Integration of AI into dispatch workflows without degrading performance, accountability, or telecommunicator judgment.

03 · Service

AI Vendor Evaluation & Implementation Advisory

Program Development

Independent evaluation, scoring, and deployment strategy for AI solutions, built on what actually works in live environments.

04 · Service

AI-Augmented QA & Analytics Program

Program Development

Using AI to analyze performance and detect trends at scale, with the human oversight layer that keeps results defensible.

Sentinel Institute

Training for agencies adopting AI without losing their judgment.

Every PSAP will face the AI question in the next twenty-four months: how much, where, under whose authority, and with what recourse when it gets it wrong. The first course in the Sentinel AI Governance School addresses that question directly.

Wave 1 · Live Remote

AI Governance School

For PSAP directors, deputy directors, CTOs, and agency leaders evaluating AI vendors or piloting AI in live operations.

AI in the Dispatch Center: Promise, Limits, and Risk

A practical governance course, not a vendor demo.

What to automate, what to protect, and what to never allow AI to decide alone. Covers vendor evaluation, human-in-the-loop design, hallucination and bias exposure, legal discovery considerations, and the procurement questions that separate real capability from slideware. Ends with an AI governance policy template and a vendor evaluation rubric the agency uses immediately.

Led byJustin Scott · Jason Floyd

OUR PRACTICES

Four practices. One standard of delivery.

Every Sentinel engagement is governed by proprietary practices built for the realities of AI in public safety, model selection, production operations, bias audit, and legal defensibility, not borrowed from commercial IT playbooks.

PROGRAM MANAGEMENT

Sentinel Delivery Framework™

How we govern programs.

PMP-disciplined program governance structured for political visibility, audit defensibility, and multi-administration continuity. Every milestone, deliverable, and decision gate is designed for the public-sector reality, where council turnover, budget cycles, and federal funding rules shape the timeline more than any vendor’s project plan.

CHANGE MANAGEMENT

Sentinel Readiness Method™

How we prepare your people.

Organizational change management built for the console, the operator override seat, and the medical director or program leadership office, not the corporate campus. We design adoption strategies informed by shift schedules, union dynamics, civil service rules, and the operational reality that your systems cannot go dark for training. When the new AI goes live, the people behind the console are ready.

CONFIGURATION AUTHORITY

Sentinel Deployment Blueprint™

How we own the configuration.

Configuration authority for AI-driven call handling platforms, CAD AI integration, voice analytics deployments, and AI governance frameworks. Sentinel owns the foundational decisions around model selection, human-in-the-loop design, bias monitoring, and escalation criteria, producing the Blueprint, training, and administrator documentation that satisfies both operational leaders and civil liberties reviewers.

VALUE ASSURANCE

Sentinel Value Assurance™

How we prove the value.

Post-deployment governance for your AI call-handling investment. Sentinel independently measures whether triage accuracy, call deflection, and operational outcomes specified at procurement are being realized in production, and documents vendor accountability when AI models drift from committed performance.

Ongoing Retainer
Sentinel Sustain™

After engagement closes, Sentinel Sustain keeps the practice active across the life of the investment. Three tiers: Core, Active, and Strategic.

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DEEP EXPERTISE

Domain Mastery Across Every Layer
of AI in the Console

Voicebot & IVR Augmentation

Real-Time Translation & Language Access

Call Summarization & CAD Auto-Entry

Sentiment, Distress & Triage AI

Post-Call QA & Coaching

Governance, Privacy & Compliance

PITFALLS TO AVOID

Mistakes That Doom
AI in the Console

01

Pilot With No Off-Ramp

An AI pilot without a clear human escalation path, kill switch, and graduation criteria becomes a permanent half-deployment that nobody can defend or improve.

02

Trusting Accuracy Without Bias Testing

A 95% accuracy headline number means nothing if the 5% errors cluster on accented English, AAVE, or LEP callers. Bias testing across demographic groups is not optional, it is the gate.

03

Voicebot Before Fixing the IVR

AI bolted onto a broken IVR amplifies the broken IVR. Triage protocols and call flow get fixed first; the AI replaces them, not the other way around.

04

No Data Ownership Clauses

AI vendor contracts that quietly grant training rights on your call recordings, store transcripts overseas, or block audit access turn your call data into someone else’s training corpus. Read the data clauses before the price clauses.

05

Skipping Operator Feedback

Telecommunicators see AI failures in real time. Programs without a structured feedback loop from operators back to the model lose the most important signal they have.

06

Production Deploy Without Monitoring

Model performance drifts. Distress detection that worked at launch may bias differently against a changing caller population. Continuous monitoring, not annual review, is the standard.

YOUR TEAM

Operators and Engineers in the Same Room

Jason Floyd

MANAGING PARTNER · ENGINEERING & TECHNOLOGY

The technical authority behind Sentinel’s vendor-neutral platform evaluations. Jason assesses AI call-handling systems against real infrastructure requirements, integration with existing CAD/RMS platforms, failover architecture, and the engineering realities that determine whether AI-assisted dispatch delivers or disrupts.

Suzette A.

TRAINING & EDUCATION DELIVERY · PRACTICE LEAD

Leads Sentinel’s Training & Education Delivery Practice. With 30+ years spanning dispatch operations and major CAD/RMS vendors, Suzette designs the end-user adoption programs that determine whether AI call-handling technology is trusted by the dispatchers who use it.

Also Supporting Your Program

Priya leads Sentinel’s contract review practice. She advises on the AI vendor agreements, licensing terms, and data ownership clauses that define what your agency actually controls when deploying AI-driven call handling technology.
HOW WE WORK TOGETHER

Four ways to bring Sentinel into a AI-driven call handling program.

The right engagement depends on where the program is in the AI rollout lifecycle. Each tier has its own scope discipline and its own deliverable cadence.

Sentinel Sustain

Managed Technology Subscription

End-to-end managed operations for the AI triage, routing, transcription, and call-handling augmentation infrastructure Sentinel helped you deploy. Sustainment, model-drift monitoring, vendor coordination, and 24/7 incident response. The AI is still escalating the right calls to a human at the right moment, because someone is still accountable for the model and the floor at once.

We govern the program. We never sell the platforms.

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Sentinel Guardian

Retained Governance & Advisory

Ongoing retainer with quarterly governance reviews, pre-decision advisory, and an open line for council briefings, AI-policy response, and vendor escalations. The program has independent counsel on the technology side of the table, before the next AI vendor pitch, the next public records request on AI use, or the next policy update.

Sentinel documents. We do not litigate.

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Practice-Led Engagement

Anchored to one of the four signature practices

Anchored to one of SDF, SRM, SDB, or SVA. Best when the program knows which discipline is needed: an AI deployment program, telecommunicator change readiness, configuration authority on escalation thresholds, or post-deployment outcome governance with bias and accuracy review. Fixed scope, named practice, defined deliverables.

Independent. Practitioner-led. Vendor-neutral.

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The Integrated Package

Specialized Services + Practice + Institute

A specialized service plus a signature practice plus Sentinel Institute training, packaged as a single integrated engagement. For programs standing up an AI call handling capability from scratch and building the institutional capacity to govern it through model updates, vendor changes, and policy review.

Cutting-edge. Never bleeding-edge.

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READY TO DEPLOY AI THE RIGHT WAY?

Let’s Deploy AI in the Console
On Your Terms, Not the Vendor’s

Whether you’re evaluating a voicebot pilot, deploying real-time translation, integrating AI summarization with CAD, or building the governance framework that lets your council and your community trust the deployment, Sentinel brings the public-safety operations and AI engineering experience to get it right.