Creative & Content

Image Generation Agent

Brand-consistent images at scale — product shots, social variants, ad creatives, illustrations.

Features

5

Tech

13

Steps

5

AI Agent

Image Generation Agent

Production-readyObservable
OpenAI DALL-E 3
Stable Diffusion XL
FLUX.1

Capabilities

What this agent does

Every capability is shipped end-to-end — not a feature flag. You get a working slice on day one and we expand from there.

Feature 01

Brand-trained LoRA

Custom model fine-tuned on your visual identity.

Feature 02

Batch generation

Generate 100 variants overnight from a prompt template.

Feature 03

Style transfer

Apply your brand style to existing photos.

Feature 04

Product photography

Place products in lifestyle scenes without a photoshoot.

Feature 05

Social size variants

Auto-export for IG, FB, X, LinkedIn, web hero.

Stack

13 technologies we use

Production-tested tools chosen for reliability, observability, and developer velocity. Every piece is swappable.

OpenAI DALL-E 3Stable Diffusion XLFLUX.1Midjourney APIIdeogramReplicateComfyUIAutomatic1111Cloudflare R2AWS S3SharpVercel AI SDKPhotoshop API

System at a glance

How the agent flows

A simplified view of what comes in, what the agent does with it, and what it produces. Each arrow is observable end-to-end.

Inputs

Creative briefBrand guidelinesAudience data

Agent

Image Generation Agent

Plan → tool-call → reflect, with approval gates.

Tools the agent calls

OpenAI DALL-E 3Stable Diffusion XLFLUX.1Midjourney APIIdeogramReplicate+7 more

Outputs

Asset variantsA/B optionsSchedule + publish
Every step traced in Langfuse / Braintrust · cost + latency monitored · full replay on failure · human-in-the-loop where it matters

Engagement

How we roll it out

A 5-step process from kickoff to handover. Every step has a deliverable you can sign off on.

  1. 01

    Visual brand audit

    Collect 200+ on-brand reference images.

  2. 02

    Train LoRA

    Fine-tune Stable Diffusion or FLUX on your assets.

  3. 03

    Prompt library

    Build templates for product, lifestyle, abstract, banner.

  4. 04

    Generate + QC

    Batch runs with auto-flagging of off-brand outputs.

  5. 05

    Publish pipeline

    Cropped, watermarked, exported to your CMS/CDN.

Outcomes

What you can expect

Real numbers we see when Image Generation Agent ships on top of an actual workflow. Specifics vary with starting baseline, data quality, and scope — but these are the ranges.

Outcome 01

10×

Variant volume

Per brief, with A/B-ready alternates baked in.

Outcome 02

98%

Brand consistency

Tone + visual identity match score on QC review.

Outcome 03

−60-80%

Production cost

Vs equivalent agency or in-house team for repeatable assets.

Sample use cases

What this looks like in practice

Three concrete scenarios where teams deploy Image Generation Agent today. Your engagement starts with one of these (or your own variant) and expands from there.

01

Always-on social calendar

One brief becomes 30+ on-brand posts across LinkedIn, IG, X, TikTok — scheduled, performance-tracked, with the top performers feeding back into the writer.

02

Product photo generation

An e-commerce shop without a studio gets lifestyle scenes for every SKU — different backgrounds, demographics, seasons — at a fraction of a photoshoot.

03

Long-form to short-form pipeline

A podcast or webinar gets episode notes + 10 audiogram clips + a blog post + a newsletter — all generated overnight from the raw recording.

Typical engagement

From kickoff to live in 4-8 weeks

Most Image Generation Agent engagements follow this shape. We give you a firm quote after a 30-minute scoping call, and the price is fixed up-front so you can budget.

2-3 weeks

Pilot

  • Discovery + playbook write-up
  • Tool design + guardrails
  • Eval suite + sandbox deploy
Core

2-4 weeks

Production

  • Hardened deploy on your stack
  • Observability dashboard + alerts
  • Two-week supervised mode

Ongoing

Handover & support

  • Runbook + team training
  • Monthly tuning + eval review
  • Pause or expand any time

Indicative range

$1,500 — $5,000

Full project, scoped + fixed up-front. Includes pilot, production, and 30 days of post-launch support.

Or hire us by the week

from $600/wk

Embedded retainer — best for evolving scopes.

Ready to ship Image Generation Agent?

Tell us about your data, your tools, and what success looks like. We come back within one business day with a clear plan, price, and timeline.

Get started

Ready to ship the software your business actually runs on?

Tell us what you're building. We respond within one business day with a clear plan, price, and timeline.

16 industry CRMs shipped96+ clients · 14 countriesRemote-first · Global delivery