ZBrain
Log in
Book a demo
Agents Revenue Narration Agent
Revenue Narration Agent Icon

Revenue Narration Agent

Transforms multi-year revenue data into executive-ready narratives with trends, validations, and insights for strategic decision-making.

About the Agent

The Revenue Narration Agent is a vital tool, that streamlines the transformation of raw revenue data into executive-ready narratives. It processes structured financial tables to automate detailed, yet succinct reports for executive audiences. By converting data into clear narratives, it saves manual reporting time and ensures clarity and consistency in financial communication, empowering executives to focus on strategic decision-making based on data-driven insights.

Revenue Narration Agent Workflow

Using sophisticated logic and validation rules, the agent identifies year-over-year trends, highlights significant shifts in performance, and evaluates multiple business segments to pinpoint key revenue drivers. Its reports are organized into eight comprehensive sections, including executive summaries, future outlooks, and key investment areas, offering CFOs and strategy leads a holistic view of the company’s financial health. Performance indicators like “Accelerating” or “Decelerating” help decision-makers quickly identify areas needing attention for more informed decision-making.

In case of data discrepancies, the agent employs a fallback system to ensure executives still receive actionable insights. All narratives are stored in a key-based system for easy retrieval and historical comparison, ensuring continuity and reliability in financial reporting. The Revenue Narration Agent consistently provides timely, accurate insights that are essential for guiding the organization strategically.

Accuracy
TBD

Speed
TBD

Input Data Set

Sample of data set required for Revenue Narration Agent:

ChemEx Industries – Quarterly Revenue Report






Division
Current Qtr
Last Year
Last Qtr
Y/Y %
Y/Y $
Q/Q %
Q/Q $
YTD FY25
YTD FY24
YTD $






Industrial Solvents
310
290
300
7
20
3
10
310
290
20




Specialty Polymers
580
560
570
4
20
2
10
580
560
20




Agrochemicals
175
200
210
-13
-25
-17
-35
175
200
-25




Water Treatment Solutions
230
225
235
2
5
-2
-5
230
225
5




Pharma Intermediates
135
125
130
8
10
4
5
135
125
10




North American Plants
145
120
155
21
25
-6
-10
145
120
25




Sustainable Packaging Materials
150
130
135
15
20
11
15
150
130
20




Chemicals Group Total
935
890
925
5
45
1
10
935
890
45




Petrochemical Blends
125
135
135
-7
-10
-7
-10
125
135
-10




Lab & Testing Solutions
150
145
145
3
5
3
5
150
145
5




Catalyst Development
105
100
95
5
5
11
10
105
100
5




Supply Chain Services
48
58
53
-17
-10
-9
-5
48
58
-10




Emissions Monitoring Equipment
9
11
8
-18
-2
13
1
9
11
-2




Engineering Services Total
437
449
436
-3
-12
0
1
437
449
-12




Western Region
570
530
540
8
40
6
30
570
530
40




Southeast Asia
235
230
225
2
5
4
10
235
230
5




EU Region
245
255
270
-4
-10
-9
-25
245
255
-10




East Asia
250
260
265
-4
-10
-6
-15
250
260
-10




ChemEx Industries Total
1335
1280
1310
4
55
2
25
1335
1280
55




Green Chemistry Initiatives
355
345
365
3
10
-3
-10
355
345
10




Oilfield Chemical Services
260
240
265
8
20
-2
-5
260
240
20

Deliverable Example

Sample output delivered by the Revenue Narration Agent:

🧾 Revenue Performance Summary Report

📅 Period: FY24–FY25

🏭 Division: ChemEx Industries  


📊 Revenue Highlights:


• Industrial Solvents:

FY24 → FY25: Revenue increased from $290M to $310M (+7%)

Trend: 📈 Accelerating  


• Specialty Polymers:

FY24 → FY25: Revenue increased from $560M to $580M (+4%)

Trend: 📈 Accelerating  


• Agrochemicals:

FY24 → FY25: Revenue decreased from $200M to $175M (-13%)

Trend: 📉 Decelerating 🔻 Risk  


• Water Treatment Solutions:

FY24 → FY25: Revenue increased from $225M to $230M (+2%)

Trend: 📋 Stabilising  


• Pharma Intermediates:

FY24 → FY25: Revenue increased from $125M to $135M (+8%)

Trend: 📈 Accelerating  


• North American Plants:

FY24 → FY25: Revenue increased from $120M to $145M (+21%)

Trend: 📈 Accelerating 🔺 Opportunity  


• Sustainable Packaging Materials:

FY24 → FY25: Revenue increased from $130M to $150M (+15%)

Trend: 📈 Accelerating 🔺 Opportunity  


• Chemicals Group Total:

FY24 → FY25: Revenue increased from $890M to $935M (+5%)

Trend: 📈 Accelerating  


• Petrochemical Blends:

FY24 → FY25: Revenue decreased from $135M to $125M (-7%)

Trend: 📉 Decelerating  


• Lab & Testing Solutions:

FY24 → FY25: Revenue increased from $145M to $150M (+3%)

Trend: 📋 Stabilising  


• Catalyst Development:

FY24 → FY25: Revenue increased from $100M to $105M (+5%)

Trend: 📈 Accelerating  


• Supply Chain Services:

FY24 → FY25: Revenue decreased from $58M to $48M (-17%)

Trend: 📉 Decelerating 🔻 Risk  


• Emissions Monitoring Equipment:

FY24 → FY25: Revenue decreased from $11M to $9M (-18%)

Trend: 📉 Decelerating 🔻 Risk  


• Engineering Services Total:

FY24 → FY25: Revenue decreased from $449M to $437M (-3%)

Trend: 📋 Stabilising  


• Western Region:

FY24 → FY25: Revenue increased from $530M to $570M (+8%)

Trend: 📈 Accelerating  


• Southeast Asia:

FY24 → FY25: Revenue increased from $230M to $235M (+2%)

Trend: 📋 Stabilising  


• EU Region:

FY24 → FY25: Revenue decreased from $255M to $245M (-4%)

Trend: 📉 Decelerating  


• East Asia:

FY24 → FY25: Revenue decreased from $260M to $250M (-4%)

Trend: 📉 Decelerating  


• ChemEx Industries Total:

FY24 → FY25: Revenue increased from $1280M to $1335M (+4%)

Trend: 📈 Accelerating  


• Green Chemistry Initiatives:

FY24 → FY25: Revenue increased from $345M to $355M (+3%)

Trend: 📋 Stabilising  


• Oilfield Chemical Services:

FY24 → FY25: Revenue increased from $240M to $260M (+8%)

Trend: 📈 Accelerating  


📌 Decision Insights:


    

  1. 

    Executive Summary
    
Total revenue for ChemEx Industries rose from $1,280M in FY24 to $1,335M in FY25, reflecting a steady 4% year-over-year growth and reinforcing stability across the business.
    

    2. 

  2. 

    Segment-wise Performance
    
North American Plants and Sustainable Packaging emerged as strong contributors, while Agrochemicals and Emissions Monitoring Equipment saw sharp declines.
    

    3. 

  3. 

    Quarterly Trends & Seasonality
    
Western Region led geographically with an 8% gain, whereas East Asia and EU regions posted moderate declines, pointing to region-specific pressures.
    

    4. 

  4. 

    Year-over-Year Growth Analysis
    
North American Plants showed the strongest Y/Y growth (+21%), followed by Sustainable Packaging (+15%) — both marking critical growth engines.
    

    5. 

  5. 

    Forward Outlook
    
Green Chemistry and Oilfield Services continue to be promising sectors with healthy growth and future investment potential.
    

    6. 

  6. 

    Strategic Drivers
    
The rise in Sustainable Packaging and the Pharma Intermediate segment supports the company’s eco-centric and health-aligned product strategy.
    

    7. 

  7. 

    Monitor Trends
    
Revenue drop in Agrochemicals and sharp decline in Supply Chain and Emissions Monitoring require close review for turnaround strategies.
    

    8. 

  8. 

    Investment Focus
    
North American Plants, Pharma Intermediates, and Sustainable Packaging show consistent momentum and are ripe for strategic scaling.
    

    9.

Related Agents

Automated GL Validation Agent

Ensures compliant, anomaly-free journal entries in Oracle ERP with real-time, audit-ready financial checks.

Revenue Recognition Agent

Automates revenue recognition by tracking contract terms and delivery progress, ensuring accurate, real-time posting of earned revenue with minimal manual effort.

Revenue Narration Agent

Transforms multi-year revenue data into executive-ready narratives with trends, validations, and insights for strategic decision-making.

Remittance Advice and Invoice Matching Agent

Automates extraction and matching of remittance advices to pending invoices, reducing manual effort, speeding cash application, and improving accuracy.

Credit Evaluation AI Agent

Automates and optimizes credit assessments by collecting, analyzing, and evaluating credit data for faster, smarter decisions.

Budget Review Assistance Agent

Assists in departmental budgets' review for alignment, efficiency, and strategic justification.