Sail JADA — Engineering Log

Technical work on sailjada.com and the JADA booking systems

Automating Executive Reporting Across Multi-Entity Portfolio via SES with Context-Aware Analysis Pipelines

Over the past development session, we built and executed an automated executive reporting system designed to deliver perspective-specific strategic analyses across four primary business entities (JADA, QueenofSanDiego, QuickDumpNow, DangerousCentaur) plus three supporting operational units. The goal was straightforward but ambitious: generate five distinct executive reports, each written from the vantage point of a specific C-suite archetype, then distribute them via AWS SES with minimal manual intervention.

What Was Done

We created two Python scripts in /Users/cb/Documents/repos/tools/:

  • send_exec_reports.py — Main report generation and delivery engine
  • send_exec_reports_2.py — Extended reporting for additional portfolio entities

The system generated and distributed eight total reports across the following personas:

  • CEO Report — Full asset inventory, critical shortfalls, missing KPIs, 30-day action agenda
  • CTO Report — Stack-by-stack security audit, cost analysis, UX gaps, CI/CD recommendations
  • CFO Report — Burn rate modeling, capital deployment framework, break-even analysis, financial rules
  • CMO Report — Channel attribution, OTA deployment sequencing, SEO roadmap, 30/60/90-day milestones
  • Accounting Report — Revenue recognition, chart of accounts, expense audit, profitability roadmap
  • 3028 51st St Rental Report — Property-specific operational and financial analysis
  • Expert Yacht Delivery Report — Service delivery chain optimization and margin analysis
  • DangerousCentaur Client Portfolio Report — Billing audit and client acquisition cost analysis

All reports were delivered to c.b.ladd@gmail.com with admin@queenofsandiego.com as a verified BCC recipient.

Technical Details: SES Configuration and Script Architecture

Before execution, we validated SES sender credentials by checking environment variables in repos.env:

grep -i "SES\|MAIL\|FROM" repos.env

This confirmed admin@queenofsandiego.com as a verified SES sender identity. AWS SES requires sender addresses to be explicitly verified in the console; this prevents spoofing and ensures deliverability.

The Python scripts followed a consistent pattern:

  • Environment loading — Sourced AWS credentials and mail configuration from repos.env using Python's dotenv library
  • Report generation — Each report was constructed as a formatted string with role-specific analysis, mimicking the decision-making priorities of that persona
  • SES client initialization — Used boto3 to instantiate an SES client pointed at the us-west-2 region (where the sender domain is verified)
  • Batch delivery — Reports were sent in batches (5 reports, then 3 additional) to avoid rate limits
  • Dashboard integration — After delivery, scripts triggered dashboard task creation for CFO action items

The key function pattern looked like this (pseudocode, no credentials):

import boto3
from dotenv import load_dotenv
import os

load_dotenv('repos.env')

ses_client = boto3.client(
    'ses',
    region_name='us-west-2',
    aws_access_key_id=os.getenv('AWS_ACCESS_KEY_ID'),
    aws_secret_access_key=os.getenv('AWS_SECRET_ACCESS_KEY')
)

def send_executive_report(to_address, subject, body):
    response = ses_client.send_email(
        Source='admin@queenofsandiego.com',
        Destination={'ToAddresses': [to_address]},
        Message={
            'Subject': {'Data': subject},
            'Body': {'Text': {'Data': body}}
        }
    )
    return response['MessageId']

We deliberately avoided HTML rendering in these reports. Plain text ensures maximum compatibility with mail clients, reduces parsing complexity, and keeps attachment sizes minimal for batch operations.

Why This Architecture Matters

Persona-driven reporting: Rather than a one-size-fits-all report, we generated eight distinct documents. A CEO cares about asset gaps and profitability; a CTO cares about tech debt and security; a CFO cares about cash runway. Tailoring the analysis to each role ensures decision-makers receive only the signal relevant to their authority and responsibility.

Environment-driven configuration: By sourcing SES credentials from repos.env rather than hardcoding them, the same scripts run consistently across development, staging, and production without modification. This follows the twelve-factor app principle of environment parity.

Verified sender domains: Using admin@queenofsandiego.com as the source address leverages an already-verified SES domain, avoiding the sandbox limitations that apply to unverified senders. In SES, unverified senders can only mail to verified recipient addresses; verified domains can mail to any address.

Batch delivery with breakpoints: We sent reports in two waves (5, then 3) rather than all 8 at once. This approach allows for validation of the first batch before committing the second, reduces the risk of a single failure cascading across the entire send, and provides natural checkpoints for monitoring delivery success.

Integration Points and Follow-up Actions

After the initial report sends succeeded, we triggered dashboard task creation for the CFO. This involved:

  • Parsing task identifiers from the CFO report (burn rate targets, capital deployment milestones)
  • Calling a dashboard API endpoint (details withheld for security) to create tasks with due dates and ownership
  • Logging task creation output to verify synchronization between the reporting system and project management layer

This integration ensures that high-priority findings from executive reports don't languish in an inbox; they immediately become tracked action items with deadlines and owners.

Key Decisions and Rationale

Why SES over third-party mail services? SES is already provisioned in our AWS account, eliminates dependency on external APIs, and scales without per-message costs. For batch reporting to internal stakeholders, it's the right choice.

Why plain text reports? HTML emails introduce rendering inconsistencies across mail clients, increase message size, and complicate testing. For internal strategic reports, content clarity trumps visual polish.

Why eight reports instead of one? Different stakeholders have different decision rights and risk tolerances. A CEO needs to know if the company runs out of cash in 4 months; a CMO needs to know if a marketing channel is unproven. One report would either be too long or omit critical details for each audience.

What's Next

Future iterations should consider:

  • Scheduled delivery: Converting these scripts into Lambda functions with EventBridge triggers to run on a weekly or monthly cadence, eliminating manual execution
  • Template-driven generation: Moving report content into Jinja2