Manwe Download beta A decision record
Verdict
Your ticket data is likely 25 to 40 percent noise from duplicates and re-contacts, which means the CFO's $1.5M savings projection is modeled on phantom volume. Automating 30 percent of a number that is itself 30 percent inflated means spending real capital to process tickets that should not exist in the first place.
Run a 30-day ticket hygiene sprint staffed with support reps and a product team member, then launch a narrow AI pilot (10 to 12 percent of volume) on billing lookups, password resets, and license key retrieval, with a hard kill switch tied to CSAT and escalation thresholds.
Advisory panel
Each advisor reasoned independently. Their conviction is tracked round to round. Resilient positions are listed first.
Organizational systems auditor
VP of Portfolio Strategy, Horizon Capital Partners
Ex-product manager, high-stakes AI startup
VP of Customer Support, mid-market SaaS
Devil’s Advocate. Challenges the premise.
Fact-Checker. Verifies claims against evidence.
The deeper story
An organization that already knows what it is going to do but cannot say so out loud, because saying it out loud would make someone accountable for the human cost. So it hires a room full of brilliant people to generate enough noise that the decision appears to emerge from process rather than from power. Every advisor's drama is a scene in this trial.
Action plan
Before evaluating any AI vendor, pull a line-item breakdown of total support spend. Labor, tooling, platform licenses, infrastructure. Separate headcount growth from non-labor growth across the last four quarters. If you are over 10% of revenue on support, know exactly where the overage lives.
Pull your top three support reps and one product team member into a 30-day audit. Deduplicate re-contacts. Tag misrouted tickets. Identify the real denominator before automating anything. Most mid-market SaaS support queues carry 25 to 40 percent noise.
Launch a 10 to 12 percent of volume pilot on billing lookups, password resets, and license key retrieval. Hard kill switch tied to CSAT and escalation thresholds. Clean data, defensible business case, compliant rollout path within 90 days.
Surviving assumptions
Forecasts
Launching a 30% automation target without first completing a ticket hygiene audit will automate 8 to 12 percent of total volume against duplicate, re-contact, or misrouted tickets, producing inflated deflection metrics that mask flat or worsening actual resolution rates through Q4 2026.
Regardless of which path leadership chooses (broad rollout vs. narrow pilot), the company will not achieve the CFO's $1.5M annualized cost savings target within the original 12-month window. Realized savings by April 2027 will be under $600K after accounting for implementation and escalation overhead.
Read the full record
The showcase above is the executive summary. The complete decision record, with every debate round, every source cited, every risk surfaced, and the full 90-day action plan, lives in the public archive.
Run your own
Download the Mac beta and turn one hard question of your own into advisors, evidence, dissent, and a decision record like this.