Boutique production agency: $612/mo recovered + 18% retry rate cut after AVA + Runway Gen-4 migration
Recovered/mo
$612
Net savings/mo
$593
Payback
1wk
Monthly spend
$1,400-2,200/mo across Runway, Pika, Veo, and Kling
“Retry rate went from 30% to 18% just from routing prompts to the right tool. The refund recovery on top of that is bonus — at our team scale it's another $600/month in pure margin.”
— Boutique production agency (4 people: 1 producer, 2 editors, 1 motion designer)
Customer profile
Type
Boutique production agency (4 people: 1 producer, 2 editors, 1 motion designer)
Scale
6 active client accounts, $25-40K monthly AI video billing across clients
Tools used
Runway Gen-3 → Gen-4 migration, Pika 2.0, Veo 3, Kling 1.6 (newly added post-AVA)
Primary failure modes
Identity Coherence Failure, Hand-Anatomy Topology Failure, Camera Path Coherence Failure
The problem
Production agency running AI video as a billable line item for boutique clients. Retry rate hovered around 30% across providers — translating to ~$420/mo of pure waste before any margin calculation. The agency tried to absorb this in client fees but pricing pressure was eroding margins.
Before AVA
Editors filed refund requests ad-hoc when a failure was obvious. Most failures were silently re-rolled, eating the credit cost. The producer estimated they recovered ~$80/mo total across the team — not because the failures weren't there, but because filing tickets manually wasn't worth the editor's time at $75/hr internal rate.
With AVA
Pro-tier deployment across all 4 team accounts. AVA's auditor captured every failure across every generation, identified the named category, drafted the refund ticket pre-filled with Generation ID + technical term. Editors approved-and-submitted in seconds, not minutes. Routing logic kicked in: hand close-ups now route to Veo (better hand priors on Veo 3); multi-cut character work routes to Runway Gen-4 Scenes; action sequences route to Kling 1.6.
Refund breakdown (first month)
| Provider | Failure mode | Count | Refunded |
|---|---|---|---|
| Runway Gen-4 | Hand-Anatomy Topology Failure | 38 | $247 |
| Runway Gen-4 | Camera Path Coherence Failure | 22 | $143 |
| Pika 2.0 | Identity Coherence Failure | 18 | $108 |
| Veo 3 | Text Rendering Failure | 14 | $84 |
| Kling 1.6 | Face Distortion | 5 | $30 |
| Total recovered (first month) | $612 | ||
Workflow changes that stuck
- ✓Provider routing automated per prompt type via AVA Pro
- ✓Kling 1.6 added to the stack (was previously skipped because team didn't know it had better motion priors)
- ✓Cohort funnel data shared in weekly editor standup: which prompt patterns are highest-fail this week, what to avoid
- ✓Refund tickets batched weekly per provider — single ticket with 20+ Generation IDs is faster than 20 individual tickets for the support teams too
What transfers to similar customers
Any team running ≥ $1K/mo AI video has compounding refund opportunities. The team workflow benefit (no individual editor wasting time on refund tickets) is bigger than the dollar recovery for most agencies. AVA Pro at $19/user/mo is a rounding error against the time savings.
Recover credits you didn't know you could
Free Chrome extension. Most users see $50-200/mo recovery in week 1.
The auditor identifies the failure by name (Anatomical Topology, Color Coherence, Lip Sync, etc.) and drafts the refund email with the Generation ID. You click send.
Compare the tools in this case study
The customer in this story used multiple providers. These guides rank substitutes by shot type and break each vendor down head-to-head.