Proposal & Report Generation
Every proposal starts from a blank page at 9pm; every recurring report is assembled by hand from the same five systems, every single period.
What can be automated in proposal & report generation? With current AI and integration tooling: first-draft assembly from crm data, past wins, and templates; recurring report generation from live system data; consistency and completeness checks; version-controlled handoff to editors. What should remain under human control: all content judgment, pricing, and commitments; final edit and approval before sending; anything representing the firm's opinion. Olyra implements this with confidence scoring, audit logging, and human-review gates matched to risk.
What this work looks like today
Sales teams, partners, project managers, analysts — senior time at its most expensive.
CRM, past proposals, template libraries, BI exports, spreadsheets, slide decks.
Measured before we touch anything: Hours per proposal/report · Turnaround time · Win-rate movement (proposals out faster)
What gets automated — and what stays human
Automated (with logging):
- First-draft assembly from CRM data, past wins, and templates
- Recurring report generation from live system data
- Consistency and completeness checks
- Version-controlled handoff to editors
Stays under human control:
- All content judgment, pricing, and commitments
- Final edit and approval before sending
- Anything representing the firm's opinion
How value and risk are managed
What we baseline and track
Hours per proposal/report · Turnaround time · Win-rate movement (proposals out faster) · On-time report rate
Risks designed for
Approval gates before anything leaves; brand/claims control via templates; source-data lineage logged.
Typical implementation path: One document type (your most frequent proposal or weekly pack) piloted in weeks. Implementation follows the Olyra 120: pilot on real historical volume, parallel run, then measured cutover.
Find out what AI can actually do for your operations.
Start with an AI Operations Audit — a fixed-scope diagnostic that maps your workflows, scores your AI readiness, and hands you a prioritized 120-day roadmap. If we don't find real opportunities, you'll know that too.
Request an AI Operations Audit → Prefer to talk first? Book a 30-minute scoping call.