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AI Agents

Resonate helps you identify where Agentic AI can create value, choose the right AI Agent solution, and deliver them in a controlled, outcome-led way. We stay agnostic, so the technology fits your strategy, not the other way round.

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The Challenge

Why organisations struggle to turn AI into outcomes

Customers expect fast, accurate and joined-up service across every channel. Many organisations know AI can help, but struggle to move from interest to practical delivery.

Service overload

High contact volumes put pressure on service teams and increase response times.

Repeated effort

Customers often repeat themselves across channels, creating poor experiences.

Advisor inefficiency

Advisors spend too much time on manual tasks, knowledge searches and after-call work.

Misguided AI

AI pilots can fail when they start with a tool rather than a clear customer outcome.

Technology constraints

Data, process gaps and legacy systems can limit what AI Agents can safely do.

Solution complexity

Choosing the right AI solution is hard when the market is moving quickly.

What it is and how it works

AI Agents can help you improve customer experience by automating routine tasks, guiding customers to the right outcome, and supporting advisors with real-time insight. Resonate helps you identify where Agentic AI can create value, choose the right AI Agent solution, and deliver them in a controlled, outcome-led way. We stay agnostic, so the technology fits your strategy, not the other way round.

We start by understanding where AI can create value. This includes identifying the right customer use cases, building the value case, reviewing risk and readiness, and assessing your data. This gives you a clear view of what is possible, what should be prioritised, and what needs to be fixed before delivery.

We then help you choose the right AI route for the business problem. This usually falls into four routes.

Native platform AI

Many organisations already have AI capability available in their existing contact centre, CRM, UC, ITSM or productivity platforms.

This route uses the tools you already own or are already planning to invest in. It can be a practical starting point for advisor assist, call summaries, knowledge search, sentiment analysis, routing, reporting and workflow support.

It is often the right route when you want to move quickly, reduce extra procurement, and prove value without adding more technology.

Specialist AI solutions

Specialist AI solutions are focused tools built to solve specific Customer Experience problems.

These can include conversational AI, virtual agents, quality management AI, knowledge agents, voice analytics, agent coaching, translation, automation or customer insight tools.

This route is often right when your existing platforms do not go far enough, or when you need proven capability for a specific use case. Resonate helps you assess the market, compare options and choose tools that fit your environment.

Bespoke AI solutions

Some business problems need a tailored approach.

Bespoke AI solutions are designed around your specific processes, data, customer journeys and operating model. This could include custom AI Agents that take action across systems, automate complex workflows, support specialist teams or handle use cases that standard tools cannot cover.

This route is often right when the opportunity is high value, the process is unique, or the solution needs to fit tightly around your business rules and controls.

Data and insights

AI Agents are only as useful as the data, knowledge and insight they can work with.

This route focuses on turning customer interactions, operational data and business knowledge into better decisions. It can support journey analysis, demand forecasting, performance reporting, knowledge improvement, customer intent analysis and AI readiness.

It is often the right starting point when you need to understand your data quality, identify patterns, prove the value case or create the insight foundation for future AI Agents.

From there, we support connection into systems, data and workflows, then help you scale with the right governance, controls, measures and support model. The result is AI Agents that work in your real environment and improve over time.

From AI strategy to real-world results

 

AI Agents can reduce manual effort, improve response times and give customers more consistent service. They can support advisors with better knowledge, automate repeatable work and help teams focus on higher-value conversations. With the right approach, Agentic AI improves both customer outcomes and operational performance without forcing you into one platform or vendor path.

Why Resonate?

  • We start with your customer strategy, not a product.

  • We take an agnostic view across platforms, vendors and delivery models.

  • We understand Customer Experience, contact centre operations and transformation.

  • We help you move from use case design to delivery and support.

  • We focus on safe, measurable outcomes that work in your real environment.

FAQs

01What are AI Agents?

AI Agents are AI-powered tools that can understand tasks, make decisions within set rules, and take action across systems or workflows. In Customer Experience, they can support customers directly, assist advisors, automate processes or surface insight.

02How can AI Agents improve Customer Experience?

They can help customers get faster answers, reduce repeat contact, support self-service and give advisors the right information at the right time. They can also automate admin tasks, so teams spend more time helping customers.

03Where should we start with Agentic AI?

Start with the customer journey and the business outcome. The best opportunities are usually high-volume, repeatable tasks where AI can remove friction, improve speed or support advisors without adding risk.

04Do we need to replace our existing technology?

Not always. AI Agents can often work alongside your current contact centre, CRM, knowledge and workflow systems. Resonate helps you understand what can be achieved with your existing setup and where new technology may be needed.

05Are you tied to specific AI vendors?

No. Resonate takes an agnostic approach. We help you assess the right options based on your strategy, use cases, data, risk position, budget and existing technology stack.

06How do you make sure AI Agents are safe to use?

We help define the right controls, escalation paths, governance and measurement from the start. This includes deciding what the agent can and cannot do, where human oversight is needed, and how performance should be monitored.