Roadmap & Capital Allocation · 2026 → 2028

Building Europe's commerce intelligence infrastructure.

Alfee is raising €5M to scale a sovereign AI decision layer for commerce across Europe. Not to prove a thesis — to deploy infrastructure that already runs.

184,320
events / 24h
2,847
merchant feeds
412,800,000
embeddings live
Capital deployment
Alfee · Growth round
committed
Round size
€5,000,000
Growth round · deployment window 2026 → 2028 · 24 months
Stage
Series A
Use
Infrastructure
Geography
EU-wide

Designed to scale infrastructure, intelligence and European expansion — not experimentation.

round.alfee.eu
Why this round exists

This raise is not exploratory. The infrastructure is already running.

The core systems exist and process European commerce signals every second. Capital is deployed to scale what works — not to discover whether it does.

Already operationalstatus · prod
BuySense engine
v4.2 · 84% conf.
live
Ingestion pipelines
74 flows · Bronze→Gold
active
20+ years pricing memory
1.42B snapshots
indexed
European merchant feeds
2,847 sources
active
Vector embeddings
412M · 1024-d
operational
EU sovereign stack
Scaleway · eu-west-3
online
What €5M unlocks2026–2028
  • Scale infrastructure across European regions
  • Accelerate AI capabilities and semantic models
  • Expand merchant data coverage to 8,000+ feeds
  • Build the B2B Decision-as-a-Service layer
  • Deploy commercially across 6 European markets
  • Secure 24+ months of operational runway
Technical foundation · 12 months

The engineering envelope is measured, not speculative.

Inspired by Pedro Rodrigues' technical estimates: a five-person engineering core delivers the platform scaling layer in twelve months. This represents the engineering surface only — not the full round.

Technical envelope · 12M projection~€484k
planned
Core team
5 FTE
engineering only
Technical burn · M12
€46.4k / mo
payroll + benefits
Infrastructure · M12
€4.9k / mo
Scaleway + AI inference
Cumulative technical spend · M1 → M12
M1M3M6M9M12
Allocation breakdown
Engineering payroll78%
Cloud infrastructure12%
AI inference & vectors7%
Tooling & observability3%

This represents only the technical scaling layer. Data acquisition, applied AI, B2B platform, GTM, compliance and reserve are funded independently within the wider €5M envelope.

Engineering team

Building the European commerce intelligence team.

Phased hiring inspired by Portugal-anchored, remote-European compensation ranges. Capital-efficient, infrastructure-first, deeply technical.

Hiring sequence · M1 → M125 FTE
phased
M1
Head of Engineering
€90–110k
Platform architecture · hiring
M2
Senior Product / Full-Stack
€60–75k
Consumer experience · iOS + web
M3
Data Engineer
€55–70k
Pipelines · ingestion · catalog
M5
Senior Platform / DevOps
€65–80k
Kubernetes · observability · reliability
M7
Applied AI Engineer
€70–90k
BuySense · embeddings · forecasting
M1M3M6M9M12
Capital efficiency
5 FTE · €484k / 12M
infrastructure-first headcount
Hiring strategy
phased · seniority-led
no early-stage dilution of focus
European AI density
PT · FR · ES · DE
remote-first, EU-anchored
Infrastructure scaling · 24 months

The infrastructure is designed to scale operationally.

Scaleway-backed, sovereign-by-design, and projected against realistic growth curves. No exponential vanity — measured, observable expansion across compute, data and intelligence.

Scaleway · monthly run-rate · M1 → M24EU-WEST-3 · PAR-2
forecast
M12 · €27k/mo
M1M6M12M18M24
Compute + Kubernetes
€1.8k → €9.2k
Managed DB + Cache
€0.9k → €4.1k
Networking + LB
€0.4k → €2.1k
AI Inference
€1.2k → €7.6k
Storage + Backups
€0.6k → €3.4k
Vector DB
€0.8k → €4.8k
Observability
€0.3k → €1.6k
Security & redundancy
€0.4k → €2.2k
Vector infrastructure

From product catalogues to semantic commerce intelligence.

Alfee transforms every European SKU into a semantic embedding. Commerce becomes reasonable — substitutes, refurbished equivalents, intent and sustainability all become first-class operations on a single graph.

Capability
  • Understand commerce intent, not keywords
  • Identify true product substitutes across merchants
  • Compare alternatives by utility, price and footprint
  • Recommend refurbished equivalents at parity
  • Connect generations into a single product lineage
  • Surface contextual commerce relationships
dimensions
1,024
embeddings
412M
latency p95
38ms
Outcome

This becomes Europe's semantic commerce layer — the substrate every retailer, marketplace and AI agent can reason against.

Semantic graph · multi-cluster · k=10
1024-d
Sony WH-1000XM5
Bose QC Ultra
Sennheiser Momentum 4
Bowers & Wilkins Px8
Apple AirPods Max
Refurb · WH-1000XM5
Refurb · QC45
Refurb · XM4
Sustainable · Fairphone audio
Intent · noise cancelling
Intent · premium wireless
premium
refurbished
sustainable
intent class
Capital allocation · €5,000,000

Funding a strategic European AI infrastructure initiative.

Eight allocation blocks. Each represents a load-bearing component of the European commerce intelligence layer — not an expense category.

Allocation envelope · 24 months€5,000k
committed plan
Block 01
AI & Engineering Infrastructure
1,150k
23% of round
Engineering payrollAI systemsVector infrastructureObservabilityPlatform scalingDevOpsSemantic commerce layer
Block 02
Data Acquisition & Merchant Expansion
850k
17% of round
Merchant integrationsFeed licensingEuropean retail coverageRefurbished marketplacesLocal commerce sourcesProduct enrichment
Block 03
BuySense Intelligence & Applied AI
750k
15% of round
Probabilistic engine evolutionForecasting systemsSemantic recommendationsDecision intelligenceAI experimentationFine-tuningBehavioural commerce analysis
Block 04
Product, UX & Consumer Experience
600k
12% of round
iOS applicationWeb platformConversational interfacesSustainable commerce UXExplainability systemsConsumer transparency tools
Block 05
Decision as a Service · B2B Layer
550k
11% of round
API platformRetailer integrationsWhite-label systemsMarketplace intelligenceEnterprise infrastructureRecommendation engines
Block 06
European Expansion & Go-to-Market
650k
13% of round
Strategic partnershipsDistributionEIT ecosystemB2B relationshipsExpansion preparation
Block 07
Legal, Compliance & Sovereignty
200k
4% of round
GDPREU AI ActDMAIP protectionGovernanceEuropean compliance
Block 08
Runway & Strategic Reserve
250k
5% of round
Operational flexibilityInfrastructure contingencyResilience buffer
Infrastructure
€1,150k
Data + AI
€1,600k
Product + B2B
€1,150k
Expansion + reserve
€1,100k
24-month roadmap

From a working engine to a European commerce substrate.

Three phases. Each one consolidates a layer of infrastructure before the next one builds on it.

Phase progression · 2026 → 2028phase 1 · executing
Phase 1 · 2026in motion

Consumer Intelligence Layer

progress62%
  • BuySense live
  • Semantic commerce
  • Sustainable comparisons
  • Conversational commerce
Phase 2 · 2027scaffolding

Decision as a Service

progress18%
  • B2B API platform
  • Retailer integrations
  • Marketplace intelligence
  • White-label AI
Phase 3 · 2028planning

European Commerce Intelligence Infrastructure

progress4%
  • Pan-European intelligence layer
  • Semantic commerce graph
  • Embedded decision infrastructure
  • Large-scale B2B licensing
2026 · Q12026 · Q42027 · Q42028 · Q4
Closing statement

Europe should not outsource commerce intelligence.

Alfee is building a transparent, sovereign and explainable decision layer for the future of commerce — funded to scale, designed to last, and accountable by construction.