Tallinn, Estonia — taking on new engagements

We digitalize everything.
No matter how complex.

Blackriver is a small, senior engineering company that builds the systems other agencies quote as "not feasible": autonomous AI operations, real-time financial platforms, AI-assisted newsrooms, and the self-hosted infrastructure underneath them. We write the code, we run the servers, and we own the outcome.

A founder answers every enquiry personally. No funnel, no gatekeeping, no discovery-call theatre — we listen to everyone.

AI & Agentic Automation n8n Next.js WordPress Plugins Java / Spring Stripe Blockchain & DeFi x402 Kubernetes Linux · Self-hosted CI/CD SEO
80%
Less time spent on repetitive newsroom work — monitoring, translation, formatting, publishing. Editorial judgement stays with the journalist.
100%
Self-hosted. Our own metal, our own Kubernetes, our own mail servers. No vendor holds our clients hostage.
1854
The founding year of Pester Lloyd — a historic title we operate today on a modern automated stack.
4
Frontier model providers running in production side by side: OpenAI, Anthropic, Google Gemini and Kimi.
Capabilities

What we actually build

Every line below is something we run in production today — for our own products or for clients. If you are a CTO scanning for substance: the systems are named, the stack is named, and you can click through to the live software further down this page.

AI Automation & Agentic Systems

Autonomous agents that do real work: read a mailbox, query an API, decide, act, and escalate to a human when confidence drops. We build the orchestration, the tool layer, the memory, and — crucially — the evaluation harness that tells you whether it is still working next month.

n8nTool callingRAG EvalsHuman-in-the-loop

Full Use-Case Automation

The entire commercial loop, unattended: an inbound message in a chatroom is qualified, answered, negotiated, closed, invoiced and reconciled — with the payment captured and the receipt filed. Humans supervise the exceptions instead of typing the routine.

Chat → CloseQuotingInvoicing Stripe billingReconciliation

AI Tooling for Newsrooms

The journalist stays in charge; the tooling takes the repetitive work off the desk. Source monitoring, first-pass translation, transcription, image handling, SEO metadata and scheduled publication all run automatically, and every piece is written, judged and signed off by a human. In practice that removes up to 80% of the time spent on repetitive tasks at no cost to journalistic quality.

Journalist in controlSource ingestion Multi-languageScheduled publishing

Agentic Commerce & x402 APIs

Machine-payable endpoints built on the HTTP 402 pattern: an agent calls your API, receives a payment challenge, settles it programmatically and gets the resource — no API keys, no manual onboarding, no invoicing round-trip. We build both sides: the paywalled service and the agent that pays.

x402Per-call settlement Machine identityUsage metering

Next.js Product Engineering

Data-heavy, real-time web products where the page has to be fast, indexable and correct at the same time: server-side rendering, incremental regeneration, streaming updates, and visualisation that stays readable at a thousand data points. Three live examples are embedded below — judge them yourself.

Next.jsReactTypeScript SSR / ISRRealtimeData viz

WordPress & Custom Plugins

Real plugin engineering, not page-builder assembly: custom post types, editorial workflows, REST endpoints, caching layers and automation hooks written against the WordPress core APIs — so the site stays fast and upgradeable instead of collapsing under twenty third-party plugins.

Custom pluginsPHP WP REST APIGutenberg blocksPerformance

Fintech & Payments

Money movement done properly: Stripe integration, subscriptions, metered and usage-based billing, dunning, tax handling, webhook idempotency and reconciliation against the ledger. We treat payment code the way it deserves — as the part that must never silently lose a cent.

StripeSubscriptions Usage billingWebhooks & idempotencyReconciliation

Blockchain & DeFi

On-chain engineering with an execution mindset: smart contracts, DEX integration and liquidity routing, wallet and custody flows, event indexing and on-chain data pipelines. Our own arbitrage system trades against these venues in production, which is a harder test than any audit checklist.

Uniswap / DEXSmart contracts IndexingWallet flows

Java & Spring Enterprise

For the systems that have to survive a decade of audits: Spring Boot services, domain-driven design, transactional integrity, batch processing and integration with the legacy estate nobody wants to touch. Boring, documented, testable — which in enterprise is the highest possible compliment.

Spring BootDDD JPA / HibernateBatchLegacy integration

Infrastructure We Own

Everything runs on Linux we administer ourselves — Kubernetes clusters, CI/CD pipelines, monitoring, backups, DNS, and our own mail servers with the deliverability work that actually makes mail arrive. No mystery layer between your product and the metal, and no surprise cloud bill.

KubernetesLinuxCI/CD DockerOwn mail serversObservability

SEO & Our Publishing Network

We do not buy reach — we operate it. Our own portfolio of publications gives us editorial distribution, and we automate the commercial side of it too: guest-post enquiry handling, placement, publication and billing run as one unattended pipeline.

Owned publicationsTechnical SEO Guest-post sales automationStructured data

Custom Agent Bots

Purpose-built assistants that live where your team already works — chat, ticketing, mailbox or CLI — wired into your real systems with scoped permissions and a full audit trail. Built on whichever frontier model fits the task, and swappable when a better one ships.

Chat & ticketing botsScoped permissions Audit trailsModel-agnostic
Selected work

Live software, not screenshots

Each panel below is the real, running product loaded directly from its own domain. Scroll it, look at the typography, check how it behaves. This is the fastest honest way to evaluate an engineering partner.

Financial data & visualisation

Indy Finance

www.indy.finance ↗

A free market terminal: a global market map, a live financial newswire, symbol research with peer-relative valuation, and a fully transparent model portfolio. It is the hardest category of front-end work — high-frequency numeric data that has to stay legible, accurate and fast at the same time.

https://www.indy.finance Open ↗
Loading the live site…
  • Real-time market data ingestion across global exchanges
  • Dense financial visualisation that stays readable at a glance
  • Peer-relative valuation models computed server-side
  • Published, auditable model portfolio — no hidden track record
Next.js Market data pipelines Data visualisation SSR
News platform & data collection

Football Transfer News

www.football-transfer.news ↗

A transfer-market news platform built on a continuous data-collection layer: rumours, confirmed moves, fees and club activity are aggregated, deduplicated across sources, scored for reliability and rendered into a browsable, search-indexed archive.

https://www.football-transfer.news Open ↗
Loading the live site…
  • Multi-source scraping and aggregation with deduplication
  • Reliability scoring on unconfirmed transfer reporting
  • Continuous ingestion pipeline feeding the editorial surface
  • Built for organic search from the first commit
Next.js Data collection Aggregation Reliability scoring SEO
Gamification & realtime performance

Vote The GOAT

www.vote-the-goat.com ↗

A live fan-voting platform ranking the Greatest Of All Time across multiple sports. Hundreds of thousands of votes have to aggregate into a ranking that updates instantly and cannot be trivially gamed — a write-heavy realtime problem dressed up as a simple leaderboard.

https://www.vote-the-goat.com Open ↗
Loading the live site…
  • Realtime vote aggregation and instant ranking updates
  • Abuse resistance and vote integrity under load
  • Gamified voting loop engineered for repeat engagement
  • Sub-second interaction on a write-heavy workload
Next.js Realtime Gamification High write throughput
WordPress engineering & editorial tooling

Pester Lloyd

www.pesterlloyd.net ↗

A German-language news portal covering Hungary and Eastern Europe, published continuously since 1854. We run it on WordPress with custom plugins we wrote ourselves. A human journalist stays in full editorial control of every article — what the tooling takes over is the work around the journalism: monitoring sources, first-pass translation, transcription, formatting and metadata. That removes up to 80% of the time spent on repetitive tasks, and none of the editorial quality.

https://www.pesterlloyd.net Open ↗
Loading the live site…
  • A journalist decides, writes and signs off on every published piece
  • Custom WordPress plugins built around the editorial workflow
  • Tooling handles source monitoring, translation drafts and formatting
  • Up to 80% less time on repetitive work, with no loss of journalistic quality
  • A 170-year-old masthead running on a modern stack
WordPress Custom plugins Editorial tooling Multi-language SEO
WordPress engineering & content SEO

Reisefroh

reisefroh.de ↗

A German travel publication focused on sustainable travel, built on WordPress with custom plugin work and an SEO structure designed for long-tail organic discovery. Part of the publishing network we own and operate — and therefore part of the distribution we can offer clients.

https://reisefroh.de Open ↗
Loading the live site…
  • Custom WordPress plugin and template engineering
  • Content architecture built for long-tail search
  • Automated editorial and image workflows
  • Operated in-house on our own infrastructure
WordPress Custom plugins Technical SEO Content automation

AnySolve.ai

UI components that wrap complex LLM prompts so non-experts can use them. TypeScript, Next.js, Python (Ariadne), GraphQL, Firestore, Google Cloud.

anysolve.ai ↗

nopaywall.net

A search utility that scans public archives and caches to surface open-access versions of articles and academic papers.

nopaywall.net ↗

Your system here

The projects above started as a conversation about something that "probably is not possible". Bring us that conversation.

Talk to us ↗
Proprietary system — currently idle

FAAST

Fast Autonomous Arbitrage Sequence Trader

Our most sophisticated in-house system, and the clearest statement of what this team can build. FAAST detects arbitrage sequences across many markets at once, in a search space with far more than two dimensions, and executes them under real latency and real risk constraints. Fully proprietary, wholly owned by Blackriver.

n-Dimensional sequence detection

Naive arbitrage compares two prices. FAAST searches for profitable sequences across an n-dimensional space of instruments and venues, using a detection algorithm engineered to be time-optimal — because in this domain, an opportunity found late is not an opportunity.

Beyond geometric distance

Price difference alone is a poor signal. We work in the state of the art of financial mathematics: Bregman divergences and Bayesian methods in place of naive geometric distance, statistical arbitrage, and machine-learned signal generation that adapts as regimes shift.

Sizing that survives

Finding an edge is the easy half. Capital is allocated with fractional Kelly sizing and explicit risk constraints, so the system compounds through drawdowns instead of optimising itself into a single catastrophic bet.

Decentralised
On-chain venues including Uniswap, with liquidity and routing handled natively.
Centralised
Every exchange reachable through the standard exchange connectivity libraries.
Prediction markets
Kalshi and Polymarket — a genuinely different pricing surface to arbitrage against.

The architecture subscribes to N markets with M pairs concurrently and keeps the whole surface in view at once. Its public output is published at arbitrage-view.com while the system is running — it is not trading at the moment, so treat that page as a window, not a live feed.

We are not selling FAAST. We mention it because it is the honest answer to "can you handle something genuinely hard?" — and because the same people who built it are the people who will build your system.

How we work

The stack, and who we run it with

We are model-agnostic and infrastructure-independent by deliberate policy. If a better model or a cheaper venue appears next quarter, we swap it in — your system should never be hostage to one vendor's roadmap.

OpenAI
GPT family
Anthropic
Claude family
Google
Gemini family
Moonshot
Kimi family
Self-hosted
Open-weight models on our own GPUs

Automation & AI

  • n8n — workflow orchestration
  • Custom agents — tool use, memory, evals
  • x402 — agent-payable APIs
  • RAG — retrieval over private corpora
  • Human-in-the-loop gates

Application

  • Next.js / React / TypeScript
  • Java / Spring Boot
  • Node.js / Express
  • Python — data & ML
  • WordPress / PHP plugins

Infrastructure

  • Linux — self-administered
  • Kubernetes — our own clusters
  • CI/CD — pipelines to production
  • Mail servers — run in-house
  • Monitoring, backups, DNS

Commerce & data

  • Stripe — payments & billing
  • PostgreSQL / SQLite
  • Blockchain — DEX & on-chain data
  • Market data pipelines
  • Technical SEO & structured data
01

We listen

A real conversation with an engineer, not a qualification script. You describe the problem; we tell you honestly whether we are the right people.

02

We scope it small

A narrow first slice that proves the risky part works. You see running software early, not a Gantt chart.

03

We ship in sprints

Agile in the plain sense: short cycles, a working increment each time, direct access to the people writing the code.

04

We run it

Deployment, monitoring, backups and on-call on infrastructure we operate — or a clean handover to your team. Your choice.

Who you talk to

The founders answer the phone

Blackriver is deliberately small and deliberately senior. The people you speak with in the first call are the people who will design and write your system.

JR

Jasper Reichardt

Founder

B.Sc. Software Engineering, FH Dornbirn. Leads AI automation, publishing platforms and the FAAST trading system.

MC

Mario Cavero

Founder

M.Sc. Software Engineering, Barcelona Technical University. Leads platform architecture and enterprise engineering.

SH

Simon Hecht

Founder

M.Sc., TU Vienna. Backend engineer, and our specialist in recommendation systems.

Contact

Call us. Talk to us.

We listen to everyone — the fully specified enterprise brief and the half-formed idea that starts with "this is probably impossible, but…". Tell us what you are trying to digitalize. If we are the wrong people for it, we will say so and point you somewhere better.

Ruunaoja tn 3, 11415 Tallinn, Estonia English · Deutsch · Español