Operational Excellence Agents
AI agents that find what isn't working and explain why.
Your customers generate millions of signals about how your business is performing. Deriskly deploys AI agents across this operational evidence to continuously discover problems, investigate root causes and identify opportunities to improve.
Customer signals → root causes → action
Escalated complaint — payment dispute
Routing to Root-Cause agent
Letter clarity rating dropped 12%
Hypothesis forming
Vulnerable-customer outcome flagged
Queued for verification
Your business is already telling you what is broken.
The evidence is everywhere. Deriskly finds it earlier — connecting signals across interactions and communications to understand not just what happened, but why.
Signal 01
A confusing letter generates a call.
Signal 02
A broken journey creates abandonment.
Signal 03
A process failure becomes a complaint.
Signal 04
A policy creates unexpected outcomes.
Signal 05
A poorly designed AI response damages trust.
Why did it happen?
What caused it?
Who is affected?
What should we change?
Give every operational problem an investigator.
Five agent types
Deriskly agents work across thousands millions of interactions simultaneously.
Discovery Agents
Continuously explore customer data for emerging issues, anomalies and opportunities. Find what you didn't know to look for.
Root-Cause Agents
Follow signals through interactions, communications and processes to identify what is actually driving an outcome. Move from correlation to explanation.
Customer Outcome Agents
Investigate whether different customers are receiving the outcomes your organisation intended. See your operation through the customer's experience.
Communication Agents
Test and improve letters, emails, journeys and AI-generated responses for clarity, trust, engagement and customer outcomes. Fix problems before they reach customers.
Regulatory Agents
Evaluate evidence against Consumer Duty and internal policies and identify where deeper investigation may be required. Turn compliance from periodic review into continuous intelligence.
(b) The loop
From signal to root cause, in a continuous loop.
Operational intelligence moves from something your teams periodically look at to something your organisation continuously does.
Traditional analytics requires someone to define the metric, build the dashboard, notice the anomaly, formulate a hypothesis, query the data, review samples, investigate and recommend action.
Deriskly changes the operating model. Agents discover. Agents investigate. Agents explain. Humans decide.
- 01
Observe
Agents analyse customer interactions, complaints, communications, feedback and operational evidence.
- 02
Discover
They identify emerging patterns, anomalies and potential poor outcomes.
- 03
Investigate
Agents formulate hypotheses and interrogate the underlying evidence.
- 04
Explain
They identify likely root causes and affected customers.
- 05
Recommend
Deriskly identifies interventions and opportunities for improvement.
- 06
Verify
Agents monitor what happens after changes are made.
- 07
Delegate
Agents delegate issues to the right human or another specialised agent to resolve them.
Communication Intelligence that goes beyond frontier AI.
(c) The edgeDeriskly combines frontier AI with intelligence developed specifically for regulated customer operations, including agentic investigation that moves beyond classification to interrogate evidence and identify root causes.
01
Human-preference intelligence
An explainable model trained on what real customers trust, find clear and find fair in financial communications.
02
Specialised AI
Models trained to understand dimensions including trust, clarity, engagement and customer experience.
03
Regulatory intelligence
Evaluation designed around financial-services requirements, including Consumer Duty and customer outcomes.
Trust benchmark
A Deriskly's Communication model that outperforms frontier AI on customer trust.
In blind human evaluations, our specialised communication model was preferred over leading frontier models for generating customer trust. Operational excellence doesn't come from using the biggest model — it comes from giving AI the right intelligence, evidence and objective.
“Better than frontier on the dimension that matters most.”
— Blind human evaluation, customer communications
Meet Deriskly Trust
(c.1) Flagship modelOur flagship model for financial customer communication.
Trust benchmark
Humans prefer Deriskly Trust to frontier models.
In blind human evaluations, participants were asked which response would make them trust the company more. Deriskly Trust was preferred:
2.4×
more than GPT-5.6 Sol
1.74×
more than Claude Opus 5
1.96×
more than Qwen3 baseline
General-purpose AI is trained to produce good answers. Deriskly Trust is trained to produce communication people trust.
Built specifically for financial customer communications, our flagship model is trained on Deriskly's proprietary human-preference dataset to understand how language affects trust, clarity, engagement and customer experience.
This proprietary intelligence teaches our model something general-purpose AI doesn't inherently know: how financial companies should communicate when customer trust matters.
- human preference ratings
- explanations of why people preferred a response
- 180+ communication attributes
Frontier intelligence. Financial specialisation. Human preference alignment.
Deriskly Trust powers our Communication Agents and provides specialised intelligence across the Deriskly agent ecosystem — evaluating communications, identifying weaknesses and helping agents generate better customer interactions.
The AI workforce for operational excellence.
(d) TeamsOne platform. Multiple specialised agents. Millions of customer signals. One objective: make the organisation work better.
Customer Experience
Discover friction, confusion and dissatisfaction.
Operations
Find process failures and avoidable operational demand.
Compliance
Continuously investigate customer outcomes and supporting evidence.
Product
Understand why journeys succeed or fail.
Communications
Test and optimise customer-facing content.
Leadership
See the operational problems that matter — before they become expensive.
Operational Excellence Agents for regulated financial services
Build an organisation that continuously improves.
Deriskly turns customer and operational evidence into a continuous system for discovering problems, understanding their causes and improving how your organisation operates.