Editorial photograph of an insurance service operations team rolling out ServiceNow Now Assist across an enterprise contact centre
Case Study / ServiceNow

Now Assist rollout at a global insurer.

ServiceNow Now Assist rollout across the service operations desk at a global insurance group. Twenty two percent productivity uplift, credit cost discipline below budget, and a controlled three wave deployment across thirty thousand customer service agents.

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A global insurance group rolled out ServiceNow Now Assist across thirty thousand customer service agents in three deployment waves. Twenty two percent productivity uplift on incident handling time, twelve percent below the Now Assist credit budget, and a controlled rollout that captured value without the runaway credit cost trap.

Key takeaways

  • Now Assist rollout across thirty thousand agents in three deployment waves.
  • Twenty two percent productivity uplift on incident handling time.
  • Twelve percent below the Now Assist credit budget.
  • Per wave credit cost ceiling with explicit usage governance.
  • Six month total rollout window from contract signature to full deployment.
  • Buyer side credit pricing position locked at contract anniversary.
  • Twenty four month roadmap on Now Assist extension across additional ServiceNow workflows.

The client is a global insurance group with thirty thousand customer service agents across personal lines, commercial lines, and claims operations. The ServiceNow estate covers the customer service workflow, the IT service workflow, and the broader operations workflow.

The ServiceNow Now Assist rollout opened with two pressures. Productivity uplift expectation from executive sponsorship and credit cost discipline from finance and procurement. The advisory engagement balanced both through a controlled three wave rollout with explicit credit governance.

Twenty two percent productivity uplift on incident handling time landed at twelve percent below the Now Assist credit budget. The rollout closed inside the six month deployment window and established the twenty four month roadmap for Now Assist extension across the broader ServiceNow workflow surface.

The client

The client is a Tier 1 global insurance group headquartered in continental Europe with operations across thirty countries.

ServiceNow estate scope

The ServiceNow tenant covers thirty thousand customer service agents, twelve thousand IT service desk users, and four thousand operations workflow users. The active products include CSM, ITSM, ITOM, IRM, and HR Service Delivery.

  • CSM. Customer service management for thirty thousand agents.
  • ITSM. IT service management for twelve thousand internal users.
  • ITOM. IT operations management across the infrastructure surface.
  • IRM. Integrated risk management for the regulated business lines.
  • HR Service Delivery. HR workflow for forty thousand employee identities.

Internal stakeholder team

The internal stakeholder team included the Chief Operations Officer, the Chief Information Officer, the head of customer service, the head of procurement, and the ServiceNow programme director.

The challenge

Three challenges shaped the engagement scope at the outset.

Executive productivity pressure

Executive sponsorship pressed for rapid Now Assist rollout across the customer service operations desk. The productivity expectation anchored against industry benchmarks on generative AI assistant rollout.

Credit cost runaway risk

Now Assist credit pricing carries runaway cost risk on uncontrolled deployment. Finance and procurement raised the credit cost ceiling as the gating constraint on the rollout scope.

Service quality protection

Customer service quality required protection across the rollout. A poorly governed Now Assist deployment can introduce hallucination risk on customer communication that damages the customer relationship.

Now Assist rollout commercial position at engagement open

Workflow Agent count Productivity target Credit cost ceiling
Personal lines14,00020%Wave 1 ceiling
Commercial lines9,00018%Wave 2 ceiling
Claims operations7,00025%Wave 3 ceiling
Total CSM30,00022% targetFull year budget

Our approach

The Redress Compliance ServiceNow Practice opened the engagement with a discovery phase on the Now Assist credit model.

Now Assist credit model analysis

The discovery phase decoded the Now Assist credit model. Credit consumption scales with the AI capability usage across the agent surface. The model creates structural cost growth risk on uncontrolled deployment.

Controlled pilot first

The advisory engagement designed a controlled pilot on a thousand agent population in personal lines. The pilot measured productivity uplift and credit consumption against the rollout budget.

Per wave governance ceiling

The advisory engagement defined per wave credit cost ceilings. Each wave operated under explicit credit budget governance with automatic throttling on approach to the ceiling.

Three wave rollout

Three deployment waves shaped the rollout outcome.

Wave one. Personal lines.

Wave one deployed Now Assist to fourteen thousand personal lines customer service agents. The wave ran across months one to three with explicit credit budget governance.

Wave two. Commercial lines.

Wave two deployed Now Assist to nine thousand commercial lines agents. The wave ran across months three to five with refined credit budget against the wave one telemetry.

Wave three. Claims operations.

Wave three deployed Now Assist to seven thousand claims operations agents. The wave ran across months five to six with the deepest productivity uplift target.

Now Assist rollout is a credit cost governance challenge as much as a productivity opportunity. The buyer side discipline runs the rollout through controlled waves with explicit credit ceilings. Productivity captured. Cost controlled.

Results

Three result dimensions matter on the Now Assist rollout.

Productivity uplift

Twenty two percent productivity uplift on incident handling time across the thirty thousand agent population. The uplift exceeds the original twenty percent target.

Credit budget discipline

Twelve percent below the Now Assist credit budget across the six month rollout. The discipline reflects the per wave ceiling governance and the pilot to wave learning cycle.

Service quality protection

No degradation in customer service quality scores across the rollout window. The pilot to wave governance protected the customer relationship against the hallucination risk.

Lessons for other buyers

Three lessons apply across the wider ServiceNow customer base.

Credit model is the gating constraint

Now Assist credit model is the structural gating constraint on the rollout. Without explicit credit governance, the deployment cost runs ahead of the productivity capture.

Pilot first, scale second

Pilot deployment before full rollout captures the credit consumption pattern and the productivity uplift evidence. The pilot evidence anchors the wave ceiling against measured rather than projected consumption.

Protect the customer relationship

Customer service quality requires explicit protection across the Now Assist rollout. The hallucination risk on customer communication is the largest unmanaged risk on uncontrolled deployment.

Suggested reading

What to do next

  1. Pull the current ServiceNow estate inventory across CSM, ITSM, ITOM, and HR.
  2. Score the Now Assist rollout opportunity against the current workflow surface.
  3. Map the Now Assist credit consumption model against the proposed rollout scope.
  4. Define a controlled pilot on a representative agent population.
  5. Set per wave credit budget ceilings against the pilot evidence.
  6. Negotiate Now Assist credit pricing inside the next ServiceNow renewal.
  7. Build the customer quality protection framework across the rollout.
  8. Engage the ServiceNow Practice on the Now Assist rollout advisory.

Frequently asked questions

What is ServiceNow Now Assist?

Now Assist is the ServiceNow generative AI assistant across the Now Platform surface. The assistant supports incident summarisation, case resolution, knowledge article generation, and the broader agent workflow productivity across CSM, ITSM, and the wider ServiceNow product line.

How does Now Assist credit pricing work?

Now Assist credit pricing scales with the AI capability consumption across the agent surface. The credit model carries structural cost growth risk on uncontrolled deployment. Buyer side governance requires per wave credit budget ceilings and active consumption monitoring.

What productivity uplift is typical from Now Assist?

Typical Now Assist productivity uplift sits between fifteen and twenty five percent on incident handling time across customer service workflows. The uplift range depends on the agent training, the prompt engineering discipline, and the workflow integration depth across the ServiceNow surface.

How does the customer service quality risk manifest?

Customer service quality risk manifests through hallucination on AI generated customer communication. Uncontrolled Now Assist deployment can produce factually incorrect customer responses that damage the customer relationship. The risk requires explicit quality protection framework across the rollout.

What is a controlled wave rollout?

A controlled wave rollout deploys Now Assist across discrete agent populations in sequence rather than across the full agent base simultaneously. Each wave operates under explicit credit budget governance and quality monitoring. The pattern captures value while protecting against credit cost runaway.

How long does a Now Assist rollout take?

Typical Now Assist rollout window runs four to nine months across a thirty thousand agent customer service estate. The window includes pilot, wave one, wave two, wave three, and the post deployment optimisation phase. Compressed rollouts under three months carry materially higher credit cost runaway risk.

Does Now Assist work with non English customer service?

Now Assist supports multiple languages across the customer service workflow. Language coverage and quality vary across the supported language set. Multi language rollouts require additional quality protection framework against the specific language hallucination risk patterns.

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22%
Productivity Uplift
12% Below
Credit Budget
3 Waves
Deployment
6 Months
Rollout
100%
Buyer Side

Now Assist rollout is a credit cost governance challenge as much as a productivity opportunity. The buyer side discipline runs the rollout through controlled waves with explicit credit ceilings. Productivity captured. Cost controlled.

Fredrik Filipsson
Co Founder, Redress Compliance
Deep Library

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