SpawnLabs

Make your business easier to choose and run.

See which customer decisions matter, where internal workflows break down, and what to change next.

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Customer demand. Business operations.

Customers are changing how they discover and choose. Internal workflows are changing with AI and automation.

AI Search & Demand

Make it easier for the right customers to find and choose you.

See where demand is coming from, how customers search and compare, where your visibility breaks down across search and AI, and what to improve across SEO, content and digital presence.

About the practice
AI Transformation

Redesign the work that costs time, capacity and money.

Find where work is slow, manual or fragmented, redesign it around AI and automation, and build the systems required before those inefficiencies become a competitive disadvantage.

About the practice

The research behind the work.

Original studies into how customer decisions, AI systems and business operations are changing, and where those changes create an opportunity to act.

All research
841verbatim Dutch market observations
15underlying commercial decision states
120query AI and search test panel

Users often use local exchanges to deposit and withdraw euros, then move elsewhere for the actual trading. An exchange can win the first deposit and lose the higher-value trading revenue.

Deposit and withdraw EUR

Local exchange wins

Actual trading

Moves elsewhere

Decision states mapped

  • Outgrowing a beginner exchange
  • Fee arithmetic at meaningful sizes
  • Missing order types
  • Leverage, shorting, perps
  • Euro cash-out and bank friction
  • Compliance freezes
  • Regulatory migration
  • Liquidity and execution quality
  • APIs and automation
  • + 6 more
8,102real shopper expressions, English and Gulf Arabic
100representative shopping questions
1,500AI answers, five runs across three assistants

Gathered from YouTube, Reddit and autocomplete data, then tested five times each across ChatGPT, Gemini and Perplexity.

  • Lattafa
    strongly owns low-budget and value decisions
  • Amouage
    strongly owns luxury, no-budget-limit decisions
  • Generic prompts
    fragment heavily across many brands
  • Each assistant
    produces a different competitive landscape

Positioning and decision context matter more than a single overall AI visibility score.

3,666real buyer comments, posts and searches
105specific buying situations
342AI answers: 38 decisions, asked three ways

Mike Sport, a running-shoe retailer, was the most recommended shop in the study. In 12 of 342 answers AI also named a product it stocks. Fewer than half of all answers named any shop. Searched from Lebanon across three AI systems.

  1. AI answers recorded342
  2. named any place to buy149
  3. named a product it stocks, and a place to buy41
  4. that place was Mike Sport12

Your store and your shelf are two different assets in AI commerce.

From evidence to a measured change.

Start with what is actually happening, focus on what matters commercially, make the change, and measure the result.

  1. Observe

    Build a clear picture of what is actually happening.

  2. Diagnose

    Find what is driving the result.

  3. Prioritize

    Focus on the changes with the strongest business case.

  4. Change

    Make the intervention, from strategy and execution to a rebuilt system.

  5. Prove

    Measure what changed and decide what comes next.

Selected work

From new products to the systems behind daily operations.

All work

DEEK Transportation

Operations platform

Student registrations across dozens of partner schools were fragmented across manual processes, spreadsheets and separate handoffs.

One system now manages the full student transport lifecycle, from registration and school intake through routing, fleet capacity and ongoing operations.

done.

Two-sided marketplace

A lean home-services startup needed to turn an early concept into a working product that could acquire customers and generate revenue.

We built the marketplace from zero to launch; it is now a profitable operating business preparing for native apps and its next stage of scale.

Skelda

Community operations

Operating hundreds of Telegram communities meant moderation, permissions, analytics and team access were spread across disconnected tools and manual processes.

One operations layer now supports the network at scale, combining anti-spam, roles, analytics and team access with AI-powered explicit-content detection and handling in under one second.

DietBoard

Vertical SaaS

Clinical dietitians started with fragmented practice management across clients, plans, appointments and admin.

DietBoard began as a unified practice platform and is now becoming an agent-first GenUI product that can actively support the dietitian across the workflow.

Find what's worth changing next.

Bring the market, workflow or business question. We'll start there.

info@spawnlabs.xyz

AI Search & Demand

Find where demand is being won and lost across search and AI, then improve the SEO, content, technical and visibility work that matters.

AI Transformation

Find where roles and workflows should change, redesign the work around AI and automation, and build what the new model requires.