Revenue opportunity · three scenarios
What's the opportunity worth?
The core thesis is simple: quotes sent same-day close at 60% vs. 43% for quotes that take 31–60 days. RelicAI converts deficiencies to quotes on the day they're logged — that speed advantage compounds across every scenario below.
Every deficiency RelicAI drafts is ready for review the same day it's logged — enabling your team to send quotes same-day and lock in the higher close rate. Currently deficiencies age into the 31–60 day bucket where close rate falls 17 points. That leakage disappears when quotes go out same day.
Low
$600K
incremental annual revenue
What has to be true
Agent converts 50% of 2,335 missed deficiencies — easier, well-described jobs only
Close rate improves to 58% — modest same-day uplift, customers take time to approve smaller jobs
Avg ticket $1,000 — routine small jobs, simpler backlog only
Miss rate falls from 35% to ~18% — agent supplements the current process
Mid — most likely
$1.5M
incremental annual revenue
What has to be true
Agent converts 80% of missed deficiencies — skips true dupes and edge cases only
Close rate improves to 60% — same-day quotes hit this in the data; drafts ready same-day means your team can send same-day
Avg ticket $1,301 — real median from 1,987 accepted quotes in ServiceTrade
Miss rate falls from 35% to ~7% — agent handles the bulk of the backlog
High
$3M
incremental annual revenue
What has to be true
Agent converts 95% of missed deficiencies — near-complete coverage, primary quoting engine
Close rate reaches 65% — same-day quoting on all deficiencies, customers respond faster when issues are fresh
Avg ticket $1,700 — agent surfaces larger aged backlog jobs alongside routine repairs
Miss rate drops to near zero — virtually all deficiencies get quoted the day they're logged
What actually drives the range
Same-day close rate — the core thesis
This isn't an assumption — it's in the data. Same-day quotes close at 60%. Quotes that age to 31–60 days close at 43%. RelicAI quotes same-day by design. Every scenario above uses a close rate at or above 58%, because the data says that's what happens when you move fast.
Coverage — the volume lever
4,907 deficiencies are unquoted today. The question is how many have enough detail for the agent to price confidently. 80% is realistic — the other 20% are dupes, parent-child entries, and edge cases where human judgment is still needed.
Ticket size — anchored to actuals
Median accepted quote is $1,301. Mean is $2,555 but pulled up by a handful of large jobs. The mid case anchors to median — it's the most defensible number. The high case uses $1,700, a reasonable midpoint if the agent surfaces more of the larger aged backlog jobs.
Close rate data from 12,372 matched deficiency quotes in ServiceTrade — same-day 60.2%, 31–60 day 43.6%. Ticket data from 1,987 accepted deficiency repair quotes. Annualized unquoted count based on 2025 actuals (2,335 never-quoted).