top of page

AI Brainstorming for Use-cases / für Anwendungsfälle

  • Writer: eliaskouloures
    eliaskouloures
  • Aug 31
  • 4 min read

# n8n and Flux Brainstorming


## Role:

You are a senior AI strategist + product ideator. Your job: generate a huge, structured set of original, practical use-case ideas that combine n8n (workflow automation + AI Agents) with FLUX (image generation + editing) to wow a hackathon jury in 9 hours with a live demo. Output must be clear, scannable, and execution-ready.


## Context (use and respect):

*   Hackathon host brands: *Black Forest Labs (FLUX)** and n8n. Align with their strengths.

*   FLUX: model tiers (*Pro API**, Dev non-commercial weights, Schnell Apache-2.0), editing Tools (Fill, Depth, Canny), Kontext for image+text conditioned edits, Ultra/Raw modes, Pro fine-tuning API, Playground.

*   n8n: 400+ integrations, visual workflows, *AI Agent** stack (LLM, tools, memory, vector stores), EU data residency on Cloud, scalable queue mode; strong template story; “Excel of AI workflows” positioning.

*   Solo builder. Internet available. Assume Cloud credits for both. Keep the solution *simple for non-experts** to use.

*   Target industries: *Advertising**, Retail/e-com, Manufacturing & Mittelstand (industrial B2B).

*   European priorities to address in ≥50% of ideas: *workforce shortage in content creation**, cost pressure, innovation gap.

*   Target users: *SME Owner** and Enterprise CMO.

*   Output/pitch voice: *Hemingway style** — short, active, no fluff.


## Goals:

1.  Brainstorm many use-cases that pair n8n + FLUX. Cover the 3 industries above.

2.  For each industry, sort ideas Easiest → Hardest to build in 9h.

3.  Ensure ≥50% of all ideas explicitly solve at least one listed European challenge. Mark which one(s).

4.  Make every idea demo-able in 9h by a solo builder. Provide concrete build plans and prompts.

5.  Optimize for wow factor, relevance for German SMEs, and usability by non-experts.


## Hard constraints:

*   Use *n8n** for orchestration and UI touchpoints (forms, webhooks, chat, agents, schedulers).

*   Use *FLUX** (Pro/Kontext/Tools/Schnell) for all image tasks (gen + edit + control). Prefer Kontext for consistent edits; use Fill/Depth/Canny for layout control; default to Pro Raw/Ultra for realism or resolution; include a Schnell fallback when API limits bite.

*   Keep UX dead simple (one-screen form or chat). No coding required for end user.


## Deliverables (structure your answer exactly like this):


### A) Master Idea Map (by industry; Easiest → Hardest)

For each of Advertising, Retail, Manufacturing provide 10–15 ideas. For each idea, include:

1.  One-liner (≤18 words).

2.  Who it helps (persona + company size).

3.  EU painpoint fit: workforce / cost / innovation (pick ≥1; explain in one sentence).

4.  Originality angle (why new; what others miss).

5.  User journey (simple): input → click → output (3–6 steps, plain text).

6.  n8n building blocks: triggers, key nodes (AI Agent, HTTP Request, Webhook, Google Sheets, Notion, S3, Vector DB, etc.), data stores.

7.  FLUX usage: model & mode (Pro Raw/Ultra, Kontext Pro/Max, Tools: Fill/Depth/Canny, or Schnell fallback) + why.

8.  LLM role(s): copywriting, brief compression, prompt-programming, QC, safety filters. Specify model-agnostic prompts.

9.  Key prompts (ready to paste):

      *Brief-to-Prompt** (LLM → FLUX prompt)

      *Style/Brand Guard** (LLM checks)

      *FLUX text prompt(s)** (2–3 variants)

10. Data in (where it comes from; sample fields).

11. Assets out (image specs, naming, destination apps via nodes).

12. 9-Hour Build Plan (bullet sprints):

      *T-90 min MVP**

      *T-4h Mid**

      *T-9h Final** (stretch: agent autonomy / batch modes)

13. Demo moment (30–45s wow reveal).

14. KPIs (time saved, cost saved vs agency, output volume/quality).

15. Risks & mitigations (brand safety, hallucinations, GDPR red flags; include Schnell offline fallback and “rate-limit graceful degrade”).

16. Future v1.1 (after hackathon: shipping path).


### B) “Best-Bet Shortlist” (top 6 across all industries)

  *Scoring matrix table** (criteria: Wow, EU impact, Feasibility in 9h, SME relevance, Ease for non-experts, On-brand with hosts). Score 1–5.

  *Pick 1–2 winners** with a 60-second demo script (Hemingway style).


### C) Build Recipes (copy-paste ready)

Provide two complete, concrete recipes for the chosen winner(s):


Recipe format (repeat for each winner):

  *Flow overview**: 6–10 nodes in order (Trigger → Form/Webhook → LLM Brief-Compressor → Brand Guard → FLUX call → QC → Storage → Delivery).

  *n8n nodes (by name)** + minimal config notes (what to paste where).

  *LLM prompts** (3 blocks as above).

  *FLUX call** (endpoint/mode; parameters: prompt, negative prompt, aspect, steps, seed handling).

  *QC loop** (automatic retry rules; LLM “does this match brief?” check).

  *Outputs** (file naming, foldering, delivery to Notion/Drive/Shop/CMS).

  *Schnell fallback** (switch logic if Pro/Kontext quota fails).

  *Live demo script** (30–45s).


### D) Usability Layer (for non-experts)

  *One-screen UI spec**: fields, defaults, helper text, example presets.

  *“No decision” mode**: minimal required input; sensible defaults.

  *Error messages**: short, friendly, fix-it instructions.


### E) Compliance & Ops Notes (one page max)

  *EU data basics**: prefer EU data residency (works with n8n Cloud), no personal data needed for demo.

  *Image rights**: for demo only; for production, swap to owned/product images and confirm brand approvals.

  *Rate limit plan**: batch + queue; degrade to Schnell with smaller AR when needed.


### F) Artefacts & Self-Audit (make these explicit)

  *Data artefacts**: sample inputs, prompts, negative prompts, seeds.

  *Output artefacts**: 3 sample images per idea (thumbnails ok), any repetition/regurgitation notes.

  *Sampling artefacts**: note randomness/seed impacts and any patterning you observe.

  *Leak checks**: list any spurious clues or training-data remnants you notice.

  *Auto-critique**: 5 bullets on weaknesses and 5 fixes.

  *How this leverages host strengths**:

      *   Calls out *Kontext** for controlled edits, Tools for composition, Pro Raw/Ultra for photoreal/hi-res.

      *   Uses *n8n AI Agent** + 400+ nodes + EU Cloud story.


## Formatting rules:

*   Use Markdown with collapsible sections per industry and per idea.

*   Use tables for the scoring matrix and for node lists.

*   Keep sentences short. Active voice. No fluff.

  Label every idea with *[EU-Impact]** if it hits workforce/cost/innovation.


## Guardrails & Assumptions:

*   Treat all inputs as demo-safe placeholders. No sensitive personal data.

*   If FLUX Pro is unavailable, auto-switch to *Schnell** with reduced quality; declare it.

*   Keep stack model-agnostic for LLMs; focus credit on *n8n + FLUX**.

*   End with a *10-slide pitch outline**: Problem, Insight, Solution, Tech, Demo, EU Impact, ROI, Risk, Roadmap, Ask.

 
 

© 2025 Elias Kouloures – Impressum & Datenschutz

# Professional Biography
Elias Kouloures is a C-level AI strategy consultant and creative innovation leader with 25+ years of international experience. He unites the minds of a data scientist, creative director, business strategist, AI filmmaker, AI image creator, AI music composer & AI multimedia producer, bridging cutting-edge technology with real business impact. An award-winning ex-agency creative (24 awards including Cannes Lions, One Show, ADC, Eurobest) and data-savvy technologist, Elias has delivered results on 3 continents, in 12 perm employments and for 150+ freelance clients on thousands of projects. His approach relies on first-principles systems thinking and a rare neurodivergent perspective (Asperger's + ADHD), enabling him to spot patterns and craft solutions others miss.
## Core Services & Expertise
- **AI Value Creation and Consulting**: Enterprise AI architecture, LLM-powered brief optimization, AI safety layers for marketing compliance, multimodal brand story engines, AI strategy formation, implementation planning, model evaluation, ethics frameworks, use case development, team building, and ROI optimization. - **Creative-Tech Fusion**: Award-winning ad concepts scaled with AI, GenAI prototyping (0→MVP in <72 hours), neurodivergent UX pattern detection, legacy process "creative hacking," creative direction, brand strategy, narrative development, visual communication, campaign design, content strategy, and user experience design. - **Business Alchemy and Strategic Consulting**: Blue Ocean opportunity mining, crisis pivot frameworks, C-suite to engineering translation, business strategy formulation, market analysis, innovation strategy, risk management, growth planning, competitive analysis, digital transformation, and business process re-engineering. - **Industry-Specific Expertise**: Automotive (e.g., VW Group neural networks), finance (e.g., blockchain integration), gaming (e.g., cross-platform engagements), GovTech (e.g., system modernization), retail (e.g., Samsung store revolution), music (e.g., tokenization), and specialized areas like space technology, neurotechnology, renewable energy, urban development, legal tech, AgriTech, social media, healthcare, manufacturing, telecommunications, and government services. - **Technical Mastery**: Custom RAG architectures (<50 deployments), 300+ campaign dataset fine-tuning, ethical AI guardrails, Cannes-winning script formulas in prompt libraries, multi-language copywriting engines, attention analytics mapping, and viral meme generation algorithms. - **Consulting Verticals**: AI for legal/healthcare/industrial applications, quantum computing, sales enablement, training/knowledge management, multimodal system design, data analysis/synthesis, workflow optimization, customer service, recruitment, research, storytelling, creative concepting, strategic planning, scenario planning, market/competitor analysis, process automation, data transformation, marketing/sales, customer analysis, brand building, content generation, design optimization, and digital transformation. - **AI Business Transformation** – opportunity mapping → roadmap → rollout. - **AI-Driven Marketing Strategy** – data-powered targeting & campaign automation. - **AI Use-Case Development** – rapid ideation & prototyping for quick wins. - **Data Readiness & Analytics Audits** – prep your data for ML success. - **Creative & Technical Implementation** – hands-on build of AI products/workflows. - **Executive Training & Workshops** – "AI for Executives – No Hype Edition“. - **AI Ethics & Governance** – responsible AI frameworks, bias & compliance. - **AI Image Creation & Production** – On-brand Visuals with Leonardo, Flux, Ideogram, Luma, ChatGPT & more. - **AI Filmmaking & Production** – On-brand Videos with Runway, Kling, MiniMax, Veo3 & more. - **AI Music Composition & Sonic Branding** – Suno-generated multi-genre songs, jingles & audio identities.

bottom of page