X12-COSMO UNDERWRITING WORKBENCH

Underwriter and AI agents.
A team.

The Cosmo Underwriting Workbench is the coordinating layer in which underwriters and AI agents work together on one surface — existing core systems and underwriting tools remain.
Underwriters
TB
Thomas Becker
Senior Underwriter · Property
82% util.
FM
F. Maier
Sr. UW · Cyber · 88% util.
8 cases
Decide referral cases
Review & approve AI recommendations
Supervise & calibrate agents
Data & recommendation
Calibration & feedback
AI Agents
UW
UW Agent · Property
Risk capture · K.O. check
12/day
SA
Sub-Agent · Data
Commercial register · Exposé parsing
40/day
Process exposés & documents
Check scoring & K.O. criteria autonomously
Create risk pre-dossier for underwriter
Clear division of tasks
AI agents handle routine tasks. Underwriters focus on judgment.
Learning system
Underwriters define areas of responsibility and powers of attorney for agents directly in the Underwriting Workbench — sector-specific, versioned.
Human retains control
All AI decisions are transparent. Escalation occurs in cases of uncertainty. Compliant with the EU AI Act.
Why the UWWB?

Increasing pressure.
Fragmented tools.

The insurance industry is under pressure: rising costs, regulatory requirements and a shortage of skilled workers are colliding with fragmented IT landscapes and manual processes.

Excel overgrowth and media breaks

Underwriters use individual tools for pricing, risk assessment and documentation without system-supported processes.

Long turnaround times

Manual data entry consumes valuable underwriter capacity. Standard cases tie up resources needed for complex risks.

No portfolio transparency

Management decision-makers have no real-time overview. Capacity planning and risk selection are carried out without a valid data basis.

Legacy system replacement failed

Large-scale system replacement projects are resource-intensive and rarely achieve the desired results. A different approach is needed.

Profitable portfolio.

The Underwriting Workbench gives you the real-time view and the tools to actively manage risk appetite, selection quality, and capacity. Not retrospectively, but now.
Portfolio Concentration · Industry × Line
Accumulation risk overview · updated: today 14:32
Cyber
Transport
Property
Liability
Fin.Lines
Chemicals
34M
12M
67M
5M
18M
Logistics
18M
89M
14M
31M
7M
Industry
58M
21M
43M
77M
29M
Trade
9M
34M
22M
16M
52M
Low
Medium
High → review measure
91.4%
Combined Ratio · Total
▼ 4.2pp vs. prior year
Cyber
88%
Transport
93%
Property
98%
Liability
103%
3–6%
Combined ratio improvement through more precise risk selection and portfolio management
More submissions with the same capacity — through AI agents and dark processing
+
Hit ratio through broker scoring and prioritized processing of high-conversion partners

The core principle:
Orchestration instead of replacement.

The Underwriting Workbench acts as a coordinating layer, building upon your existing system landscape. Existing systems, pricing tools, and industry-specific underwriting tools are retained. The Underwriting Workbench connects them to create a unified working environment.
Users
UWUnderwriter
PMPortfolio Manager
AIUW Agent
SASub-Agent
Coordinating Layer
Cosmo Underwriting Workbench
Unified workspace · Workflow orchestration · Portfolio management
Workflow Engine Cosmo AI Assistant Portfolio Dashboards A12 Low-Code
↕ Contract data
↕ Premium logic
↕ Claims data
↕ Documents
↕ Market data
↕ UW tools
Existing systems & UW tools — integrated, not replaced
Core Systems
Policy administration
Contract data · Renewals
Claims system
Loss ratios · History
Billing
Premiums · Bordereaux
UW Tools & Pricing
Pricing Engine
Premium calculators
Line-specific tools
ZÜRS · PML · CVSS scoring
DMS / Documents
Quotes · Cover notes
External Data Sources
Commercial register
CRIF · Dun & Bradstreet
Partner management
Brokers · Clients · KYC
Market data & APIs
Exposé intake · Email
No big-bang project. The UWWB integrates step by step into your existing IT landscape. You bring your systems — we bring the coordination structure. Every integration runs over standardized APIs — configurable or tailored for you via Agentic Engineering.
Protect existing investments
Pricing engines, claims systems, and industry-specific tools are retained. Underwriting Workbench integrates them via standardized interfaces — no duplication of logic.
Renewal & Re-Underwriting at an Advantage
Inventory data, claims history and portfolio specifications are brought together from various systems in a context-related manner — AI-supported, via MCP interfaces.
Gradual expansion
Start small, grow organically. Each new line of business builds on the already integrated services — with decreasing effort and increasing network effect.

Prioritize attractive risks.
Identify unsuitable ones early.


Selection Levels · Incoming Requests
Curr. Month · Cyber & Financial Lines
UW Agent active
340
Entrance total
100%
SASub-Agent: Structure & enrich data
298
Full data
88%
UWUW Agent: Check K.O. criteria & drawing guidelines 57 controlled out
241
Drawing capable
71%
UWUW Agent: Scoring · Risk appetite · Broker-Hit Ratio
176
Prioritized & quoted
52%
UWUnderwriter: Risk Assessment & Drawing Decision
109
Drawn
32%
Broker Scoring · Hit Ratio
A
78%
→ Priority 1
B
55%
→ Normal
C
28%
→ Subordinate
Multidimensional scoring
Five dimensions: Underwriting Guidelines, Hit Ratios, Risk Appetite, Data Quality, Urgency — each request receives a score that controls the processing order.
Automatically check knockout criteria
Risks that are not suitable for underwriting are immediately removed — before an underwriter invests any time. The freed-up capacity is then channeled into higher-margin risks.
Broker prioritization based on hit ratio
Inquiries from brokers with a historically high conversion rate will be given priority — more tied premium per underwriter hour.

Portfolio transparency:
Real-time view of the
entire underwriting pipeline.

Management decision-makers receive role-specific dashboards with live data, not outdated reports. Resources are actively allocated between new business, renewals, and re-underwriting.
Sector heatmap & portfolio overview
Combined ratio, GWP development and capacity utilization at division level — visually and immediately controllable.
Drill-down from portfolio to individual risk
From the heatmap directly into individual matchmaking — without system changes, a uniform interface.
Actively control capacity distribution
New business, renewals, and restructuring compete for the same capacity. UWWB makes this distribution visible and actively manageable for the first time.

Two-level architecture:
Portfolio control and Individual risk processing.

UWWB combines two perspectives on a common work surface — the strategic view of the Portfolio Manager and the operational view of the underwriter, supported by AI agents.
Cosmo Underwriting Workbench · Two-Level Architecture · Underwriter & AI Agents
Portfolio Level
Underwriting Manager
Steering · Prioritization · Portfolio
Portfolio dashboards & heatmaps
Scoring & risk prioritization
Capacity steering: human & agent
Pipeline monitoring · Hit ratios
Agent supervision: status, utilization & calibration
Steering & Prio
Single-Risk Level
Underwriter & AI Agents
Capture · Assessment · Decision
AI Agent: Risk capture & dossier creation
AI Agent: K.O. check & scoring
Underwriter: Risk assessment & decision
Underwriter: Calculation & quote creation
↗ Escalation to underwriter on uncertainty or referral threshold
Platform & Integrations
A12 Low-Code Cosmo AI Assistant Workflow Engine Dashboard Framework ↔ Policy administration ↔ Pricing Engine ↔ Claims system ↔ UW tools

Underwriting core process:
Every step. Clear roles.

The Underwriting Workbench defines who acts at each process step—underwriter, AI agent, or both. Configurable. Transparent. Traceable.
1AI
Phase 01 · AI Agent
Capture risk

Sub-agent and UW agent extract, structure and enrich data from exposés and documents — fully automated.

Acquire data Structure data Enrich data
2AI
Phase 02 · AI Agent
Assess risk

Agent checks K.O. criteria, computes scoring, decides on fast-track or referral — escalation to the underwriter at threshold.

Scoring model K.O. criteria Straight-through processing / Referral
3UW
Phase 03 · Underwriter
Decide risk

The underwriter reviews the AI-prepared dossier, makes the underwriting decision and gives their expert judgment. Calibrates the agent when needed.

Underwriter decision Pricing Agent feedback
4AI
Phase 04 · AI Agent
Document risk

Agent creates the quote draft, cover note or decline letter — the underwriter reviews and approves.

Quote draft Underwriter approval Policy system update

AI agents that truly relieve the burden on underwriters

Each AI agent at the Underwriting Workbench is configured for a specific line of business, works under the direct supervision of the underwriter, and improves through structured feedback — with a full audit trail.
UW Agent
(underwriter agent)
Takes full risk assessment and pre-examination. Creates structured dossiers, reviews K.O. criteria, and forwards qualified cases to the underwriter.
Sub-Agent
(Data Procurement)
Specializes in data procurement: Commercial Registry queries, exposé parsing, CRIF interfaces and document structuring — so that the Underwriting agent can work with valid data immediately.
Calibration
by underwriter
Underwriters train agents directly in the UWWB: divisional rules, escalation thresholds, industry-specific knockout criteria. Every calibration is versioned and traceable.
Light/dark
processing configurable
Adjustable per process step: fully automatic (dark), AI-supported with release (light) or completely manual. Gradual automation — at your pace.
Regulatory & Compliance
EU AI Act
Transparency, Audit Trail, Human-in-the-Loop
DORA-ready
Operational stability & resilience
GDPR compliant
Data protection-compliant processing
Solvency II
Data base for regulatory reporting

Who benefits? Insurers and MGAs.

Insurers in the Commercial & Specialty segment

Agentic UWWB is tailor-made for insurers working in the commercial and specialty lines segment — with the specific requirements for risk selection, portfolio control and compliance.

Your Benefits

  • Coordinating Layers Over Existing Core Systems
  • Division spec. UW tools remain & are integrated
  • Automated risk capture saves underwriter capacity
  • Portfolio dashboards for real-time control
  • AI Agents & Underwriters on a Single Surface
  • EU AI Act compliant AI deployment without big-bang project

MGAs with Underwriting Responsibility

For MGAs who independently underwrite risks and are accountable to capacity providers, UWWB offers maximum transparency and auditability.

Your Benefits

  • Full audit trail for capacity providers
  • Automated Bordereaux Reporting
  • Scaling without proportional personnel costs
  • Real-time portfolio overview of carriers
  • AI-supported preliminary testing according to Binder criteria

Underwriting Manager & Portfolio Managers

Managers get the real-time view of portfolio performance and team utilization, which until now could only be reconstructed from day-old reports.

Your Benefits

  • Real-time Combined Ratio and Capacity Capacity Utilization
  • Cross-division heatmap at the touch of a button
  • Configure AI agents without IT effort
  • Re-underwriting candidates automatically identified
  • Complete traceability of any decision

Underwriters in the day-to-day business

Underwriters focus on what they do best: assessing complex risks. Routine take over AI agents — under direct supervision and calibration by the underwriter himself.

Your Benefits

  • AI-prepared dossiers instead of manual research
  • Calibrate agents directly in the UWWB
  • Focus on referral cases and complex risks
  • All systems in a uniform interface
  • Less routine — more judgment

In four phases to the productive Underwriting Workbench

A structured process model with AI-supported prototyping for early experience of the target image.
Concept reconciliation
What should the UWWB do? Define goals, identify business types and lines of business, align expectations.      

2–3 weeks
IST analysis
Which systems remain? Which processes work? What are the biggest levers for efficiency and transparency?      

3–4 weeks
Agentic Enginieering
Fast development cycles through AI-supported development process from the beginning — tangible and validable early on. Decision-makers experience the UWWB with real data.      

Cosmo Dynamic Planning
Quality assurance
Continuous quality assurance and security testing — for enterprise software quality code.      

Ongoing development

Meet the team

  • We see ourselves as a long-term partner to digitize your processes and products in a joint team.
  • The mgm COSMO team consists of more than 50 experts with many years of experience in the industrial business: underwriters, business analysts, software developers.
  • The mgm A12 team keeps the COSMO platform at the cutting edge of technology and regularly updates the system with the latest innovations - from all mgm industries such as e-commerce and public sector.
Demo & Contact

Underwriting that brings together underwriters and AI agents.

Start with a concept reconciliation — in a few weeks we will show you what a UWWB tailored to your lines of business looks like.

Contact

Benjamin Zühr
E-MAIL