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Case studies · 2026

Four creator workflows, measured honestly.

Every "Deevid AI for business" pitch uses made-up savings figures. These four case studies are archetypal — based on creator profiles we've worked with and observed through Q1 2026 — with the actual credit math and time numbers that let you project your own outcomes.

Archetype

DTC ecommerce marketer

Sofia M. · Lisbon

Context

Growing skincare brand, Shopify store, $40k/mo ad spend split between Meta and TikTok.

The use case

Generating product B-roll and ad hook variants for paid social

The stack

Deevid AI Pro ($25/mo)
Submagic ($20/mo)
CapCut (free)

The workflow

Monthly, Sofia receives 4–6 new SKUs from the product team. Each SKU needs 8–12 ad variants for paid testing. Previously she'd hire a UGC actor ($200/ad × 3 variants = $600/SKU) and book a product photographer ($400/SKU for product motion). Now she uses Deevid for the product motion side: shoot a single product photo in-house, use image-to-video to generate rotating shots, close-ups, and contextual scenes across 10+ variants. UGC is still human (Arcads) for talking-head ads, but B-roll and product motion are fully AI-generated.

The results

Per-SKU production cost

Before: $1,000+

After: ~$30

−97%

SKUs launched per month

Before: 3

After: 6

2×

Ad variants per SKU

Before: 3

After: 12

4×

Time to launch new SKU

Before: 2 weeks

After: 3 days

−78%

The product motion shots used to bottleneck every launch. Deevid image-to-video on a simple studio photo gives me rotation, close-up, and context shots in an afternoon. The savings pay for our entire ad creative stack.

— Sofia M., DTC ecommerce marketer

Takeaway

The DTC case is where Deevid's image-to-video feature earns its keep fastest. If you have product photography, you can generate motion assets for a fraction of the photoshoot cost.

Archetype

YouTube essayist

Marcus T. · Berlin

Context

Voice-led history channel, 87k subs, weekly 10-minute essays.

The use case

Generating B-roll to replace a $200/mo stock footage budget

The stack

Deevid AI Pro ($25/mo)
Submagic ($20/mo)
Premiere Pro (existing)

The workflow

Each episode's script has 20–30 B-roll beats that previously came from Storyblocks ($200/mo). The stock library consistently came up short — the exact historical scene, the specific object, the right atmospheric mood. Marcus now uses Deevid to generate custom B-roll per script line. Text-to-video via Sora 2 and Veo 3.1 for cinematic beats; Kling for motion-heavy shots; Haiper for abstract/motion-graphic transitions. Each episode: ~60 generations (20 beats × 3 variants), roughly 300 credits out of his 600 monthly allocation.

The results

Monthly footage cost

Before: $200 (Storyblocks)

After: $25 (Deevid)

−87%

B-roll relevance

Before: Generic stock

After: Script-specific

Qualitative win

Production time per episode

Before: 14 hours

After: 8 hours

−43%

Ad revenue on visuals

Before: Flat

After: +22% YTD

Retention uplift

Stock libraries reach a ceiling where you're paying for increasingly off-brief footage. Deevid hit that same ceiling from the other direction — I was paying less for footage that actually matched my script.

— Marcus T., YouTube essayist

Takeaway

For voice-led essay channels, the economics are unambiguous. Deevid Pro at $25 replaces a $200 stock budget and produces script-matched B-roll that drives measurably better viewer retention.

Archetype

Freelance motion designer

Aisha K. · Mumbai

Context

Solo freelancer, 3–5 client projects/month, brand identity and short-form video.

The use case

Pitching richer concept visuals without extra billable hours

The stack

Deevid AI Pro ($25/mo)
After Effects (existing)
Figma (existing)

The workflow

Pre-Deevid, client pitches relied on static moodboards + storyboard sketches. Win rate was ~40%. Aisha started attaching 3–4 fully generated video concepts to pitches (product motion, brand B-roll, atmospheric pieces) — 15–30 seconds each. Generation cost: ~50 credits per pitch. With Pro's 600-credit budget, she can pitch 10–12 projects per month with full concept videos.

The results

Pitch win rate

Before: ~40%

After: ~62%

+22pp

Avg project fee

Before: $2,400

After: $3,800

+58%

Pitches per month

Before: 4–5

After: 6–8

+50%

Time per pitch

Before: 4 hours

After: 2.5 hours

−38%

Clients don't remember static moodboards. They remember a 15-second video that looks like what they might actually get. Deevid turned my pitch deck into a portfolio preview, and my win rate followed.

— Aisha K., Freelance motion designer

Takeaway

For freelancers, the ROI isn't in production — it's in the pitch. Generating concept videos at $0.20 each means you can invest in every pitch without killing margin.

Archetype

Small creative agency

Atelier Void · Brooklyn

Context

4-person agency, branded content and campaign creative for DTC and B2B SaaS clients.

The use case

Hero-shot generation inside existing Premiere-based pipeline

The stack

Deevid AI Premium ($119/mo)
Arcads ($190/mo)
Submagic ($30/mo)
Adobe CC (existing)

The workflow

Atelier Void runs concurrent projects where each campaign needs 6–10 hero shots + 20–40 B-roll clips + 5–8 UGC-style ad variants. Before Deevid, hero shots were either live-shoot ($5k–$20k/shoot day) or high-end stock ($150+/clip, limited selection). Now 70% of hero shots are Deevid-generated with Sora 2 or Veo 3.1, chosen per shot for physics or aesthetic. Live shoots are reserved for client-approved concepts that require real actors or locations. Premium's 3,000 credits/mo supports 3–4 concurrent campaigns.

The results

Hero shot cost

Before: $500–$2,000

After: ~$0.30 + dev time

−99%

Campaign turnaround

Before: 4–6 weeks

After: 2–3 weeks

−50%

Projects per quarter

Before: 8

After: 14

+75%

Agency gross margin

Before: 42%

After: 61%

+19pp

Premium tier's 3,000 credits covers our hero shots and B-roll across 4 concurrent campaigns. We've effectively collapsed the 'stock vs shoot' decision into 'generate vs shoot' — and shoot is the exception now, not the default.

— Atelier Void, Small creative agency

Takeaway

At agency scale, Premium tier pays for itself against a single campaign's stock footage line. The margin expansion from replacing live shoots with generation is what makes AI video genuinely transformative for small studios in 2026.

What these have in common

The pattern across all four.

Different personas, different scales — but the wins cluster around three repeated themes.

The economics flip at the 2+ models threshold

None of these workflows use just one model. Sofia uses Sora 2 + Kling. Marcus uses Sora + Veo + Kling + Haiper. Aisha switches models per pitch. Atelier Void uses all of them. The bundle's value is what unlocks the pattern.

Image-to-video is the unsung hero

Sofia, Aisha and Atelier Void all rely heavily on image-to-video — starting from real photography or references rather than pure text prompts. Output predictability is 2–3× higher than text-to-video for most use cases.

Margin expansion beats time savings

Every case study reports meaningful margin impact — 58% higher project fees (Aisha), 19pp higher gross margin (Atelier Void), 22% ad-revenue uplift from better B-roll (Marcus). Time savings are real but secondary to the margin story.

Your case

Which archetype matches your work?

If your workflow maps to any of these four, the expected outcomes map too. The numbers won't be identical but the direction and scale are reliable.

DTC marketer

Paid social, product B-roll, ad variants

YouTube creator

Voice-led essays, faceless channels, B-roll generation

Freelance designer

Pitches, concept visuals, brand identity

Creative agency

Client campaigns, hero shots, concurrent projects

Ready to run your case study?

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