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Investors

Dring AI production traction: measurable conversation operations

This page presents a current operating snapshot, not a forecast. Across inbound and outbound production activity, Dring handles approximately 300,000 customer conversations per month and more than 10,000 minutes of agent conversation per day. Approximately 72% of conversations reach a resolution across current production workloads. On selected engagements, operating cost has been up to 81% lower against an agreed baseline.

Investor conversations start by email. Request the deck for the operating definitions, current scope and commercial context behind this public snapshot; the team will share the right next materials. Hear a Dring AI workflow demo or read the production benchmark.

Why Dring

A workflow platform with a path from usage to expansion

The investment case is operational: Dring turns demanding customer conversations into measurable production workflows, then makes the next workflow easier to launch, test and expand.

01 · Demand

Production volume is already measurable

Approximately 300,000 customer conversations per month and more than 10,000 agent conversation minutes per day show an operating system built for recurring use, not a demo waiting for its first line.

02 · Expansion

One account can carry more workflows

The same agent brain can support voice, WhatsApp, SMS and email across support, sales, booking, logistics, healthcare, finance and HR. New use cases create room for account expansion.

03 · Quality

The moat is in operating discipline

Conversation analysis, simulations, regression checks, human handover and controlled releases turn model capability into a service teams can trust on a live phone line.

04 · Distribution

Partners can compound reach

Resellers, CX consultancies, system integrators and technology partners can bring Dring into existing customer relationships, extending distribution beyond direct acquisition.

How to read the numbers. These are current operating signals, not a forecast or a guarantee. The deck provides the period, scope and baseline definitions behind the public snapshot.

Momentum

Voice and chat on one platform62 languages across voice, WhatsApp, SMS and emailProduction workflowsControlled integrationsConfigured telephonyTested release processPartner channel open Approximately 300,000 customer conversations per monthMore than 10,000 agent conversation minutes per day
Operating cadence

The distance from build to live keeps shrinking

The story is not only more calls. It is less time between a clear use case, a tested agent and a production line.

Scope

Start with the workflow

The company begins with a focused mission: make voice operations deployable, measurable and useful from the first real conversation.

Production

Put the agent on the line

Dring moves from configuring the platform to answering real customer calls in production. This is where the operating evidence begins.

Improve

Turn evidence into playbooks

Each implementation creates a clearer cycle of discovery, configuration, testing and handover. The process creates playbooks that make the next launch easier to assess.

Scale carefully

Expand with production evidence

Implementations can move in parallel when the workflow, quality gates and operating owners are ready. Each launch feeds the next playbook without turning a target cadence into a guarantee.

Traction

Call volume, read as a run-rate

This is a rounded operating snapshot, not a forecast. Monthly customer conversations are now approximately 300K, including inbound and outbound production activity, and daily agent conversation time is more than 10K minutes. Small pullbacks can reflect cohort ramp timing; the sustained direction comes from parallel launches and expansion inside live accounts.

~300Kcustomer conversations handled per month across current production workloads
10K+minutes of agent conversation handled per day
~72%of conversations reach a resolution across current production workloads
Up to 81%lower operating cost on selected deployments, measured against the agreed baseline
Growth curveCurrent operating snapshot
INDEXED OPERATING VOLUME · DIRECTIONAL SHAPE ~300K current monthly conversations FIRST LIVE EXPANSION CURRENT START EARLY SCALE PARALLEL ROLLOUT CURRENT OPERATING CURVE

How to read it. The curve shows direction rather than a historical monthly series. The current snapshot is approximately 300,000 customer conversations per month and more than 10,000 agent conversation minutes per day. Pullbacks can come from cohort timing or calendar effects; the durable signal is the operating evidence captured in the production benchmark.

Want the numbers behind the operating curve? The deck and data room include the monthly baselines, daily conversation minutes, call mix and expansion pipeline behind these indicators.

Footprint

Production workflows, one operating layer

The public evidence below is limited to the current production qualifiers Dring can stand behind.

~300Kapproximately 300,000 customer conversations per month
10K+more than 10,000 agent conversation minutes per day
~72%of conversations reach a resolution across current production workloads
Up to 81%lower operating cost on selected engagements against agreed baselines
62languages across voice, WhatsApp, SMS and email

Results are published as sector-level case studies with measured numbers. Read the case studies or see the brands on live lines.

Expansion

From first workflow to repeatable operations

Growth comes from going deeper with the customers we already have, wider into new sectors and countries, and through partners who sell under our name.

Land and expand

A second agent on an existing customer, a survey after support or a reminder after a sale, starts from the same call history and adds volume without a new integration project.

New sectors and countries

Each production workflow becomes a playbook the next customer in a similar operating context can assess and adapt.

The partner channel

Resellers and system integrators sell Dring under the Dring name, with our production references and testing pipeline behind every proposal, alongside technology partners who integrate at the platform level. See the partner program.

Compounding

Usage grows with every agent we add

The mechanics that turn one more live agent into recurring call volume.

Subscription revenue grows with usage

Customers choose a monthly subscription sized to their workflows and expected volume. As more agents and lines go live, the account can expand into the plan that fits its operating scale.

Every new agent adds volume

A second or third agent on the same customer shares memory with the first and adds its own recurring call volume on top, instead of replacing it.

Hybrid voice and chat finishes the job

One agent brain answers phone, WhatsApp, SMS, email and web chat, so a conversation that starts on one channel gets finished, not handed off to a form.

A quality harness cuts time to live

Every agent moves through workflow simulations, release criteria and regression checks before controlled production use. See how testing works.

Unit economics

The mechanics behind the curve

No new figures here, just the reasons the numbers above keep compounding.

Recurring subscription revenue

Monthly subscriptions give customers a predictable operating model, while more agents, channels and call volume create natural room for account expansion.

Marginal cost falls with scale

Models and telephony are shared infrastructure across tenants, so the marginal cost of handling one more conversation falls as the platform grows.

Expansion revenue inside accounts

Growth inside an account comes from new agent types on an existing customer, not from renegotiating the first agent's contract.

Partners lower acquisition cost

Resellers and technology partners bring their own customer relationships, so the partner channel adds accounts without a matching increase in direct sales cost.

Moats

What is hard to copy

Own speech-to-speech core

Speech-to-text, language model and text-to-speech providers are each swappable per agent, so the stack is never locked to one vendor's pricing or roadmap.

Configured telephony path

SIP and connected telephony routes can be configured around the deployment, with failover and human routing treated as operating requirements rather than assumed coverage.

Security tested, not declared

Security controls cover access, tenant isolation, prompt defence, operator control and service continuity according to the requirements agreed for the deployment. See the controls.

Real production references

Every reference is a live phone line, not a pilot slide, with results published by sector and reference calls arranged on request.

What we're looking for

Growth-stage investors who know B2B SaaS and CCaaS

We're looking for growth-stage conversations with investors who understand B2B SaaS, conversational AI and the contact center as a service market, and who can help us go deeper with reseller and technology partners. Meet the team.

Start with the investor deck

Ask the team for the deck and the supporting data room. We will explain the definitions behind the public snapshot and the path from production usage to expansion.