Case files
Live systems, drawn the way we built them.
8 flagship systems in production, each with the problem, what we built, the stack and a simplified architecture drawing. Then 17 more, drawn layer by layer, and engagement files from our growth, BD and tokenomics work.
Client names stay private. Every system here is real and in production, and we're glad to walk you through the ones relevant to you on a call.
AI systems
AI doing real work in production, every day.
Includes the systems where AI meets Web3.
Domain
System
What it does
Stack
Status
AI × Web3
Cross-venue prediction-market intelligence
AI & data intelligence
A platform that compares prediction-market venues in real time and surfaces what the gaps mean.
Node.js · TypeScript · PostgreSQL · TimescaleDB · Event-driven
Live
Details on request
AI × Web3
Decision infrastructure for commodity trading
Enterprise AI & trade infrastructure
Credit and supply-chain decisions backed by AI scoring, live signals and on-chain proof.
React · TypeScript · Node.js · PostgreSQL · AI/ML · On-chain proofs
Live
Details on request
AI
A multimodal quoting agent inside a messaging app
AI agents & agentic workflows
Customers send plans, photos and voice notes; the agent returns a priced quote in minutes instead of hours.
Agent orchestration · Multimodal LLMs · Messaging API · Tracing & evals
Live
Details on request
AI
Retrieval over financial research that returns the exact paragraph
RAG & enterprise knowledge
Analysts ask in plain language and get the exact passage, table or figure, with its source.
Vector search · Metadata filtering · Reranking · Multi-agent orchestration
Live
Details on request
AI
Grounded document review for underwriting and claims
Vertical AI for finance & risk
Reviewers get a recommendation where every statement links back to the page it came from.
Multimodal LLMs · Grounded reasoning · Client-cloud deployment · Evaluation benchmark
Live
Details on request
More AI systems
5 more AI systems, layer by layer.
Memory, multi-tenant retrieval, negotiation, voice and deployable platforms. Each sketch shows the layers the system runs on and the path one request takes through them.
AIAI · Agents
Long-term memory for an AI assistant
Memories created over time, retrieved with keyword, meaning and metadata, and evaluated before each release.
AIAI · RAG
Multi-tenant document assistant
PDFs, tables and images turned into searchable knowledge, with each client's data kept separate.
AIAI · SaaS
Procurement negotiation agent
An agent that runs repeated, strategic negotiations, on a modernised serverless backend.
AIAI · Voice
Multilingual voice and chat agents
Speech recognition across dialects and generated replies, scaling with call volume.
AIAI · Platform
Deployable AI platform
An AI platform installed in the customer's own cloud, with bounded LLM checks in live workflows.
Web3 systems
Protocols and markets where a bug costs real money.
Domain
System
What it does
Stack
Status
AI × Web3
Cross-venue prediction-market intelligence
AI & data intelligence
A platform that compares prediction-market venues in real time and surfaces what the gaps mean.
Node.js · TypeScript · PostgreSQL · TimescaleDB · Event-driven
Live
Details on request
Web3
Exchange-grade trading on a double-entry ledger
Financial & trading infrastructure
One system for banking, trading, wallets and payments.
Matching engine · Double-entry ledger · Fiat on/off-ramp · MPC custody-ready
Live
Details on request
Web3
A DeFi ecosystem where fees fund the rewards
DeFi & tokenomics
Several interlocking protocols whose rewards come from real activity, not new token emissions.
Solidity · Tokenomics · Liquidity protocols · Vaults · Fee routing
Live
Details on request
AI × Web3
Decision infrastructure for commodity trading
Enterprise AI & trade infrastructure
Credit and supply-chain decisions backed by AI scoring, live signals and on-chain proof.
React · TypeScript · Node.js · PostgreSQL · AI/ML · On-chain proofs
Live
Details on request
Web3
A fully on-chain prediction market on a UTxO chain
Protocol engineering
Order-book trading rebuilt from first principles for a chain with no shared mutable state.
UTxO model · Validator scripts · Off-chain tx builders · Event watchers
Live
Details on request
More Web3 systems
12 more Web3 systems, layer by layer.
NFT finance, wallets, identity, ticketing, gaming and real-world assets: the contracts, the off-chain services and the controls around them, simplified.
Web3NFT-Fi
NFT staking, rental and lending
Protocols for staking, renting and borrowing against NFTs.
Web3Token launch
Token launch platform
On-chain launch and liquidity mechanics.
Web3Gaming
Provably fair game
Outcomes anyone can verify, using Chainlink VRF.
Web3GameFi
In-game NFT economy
NFT economies with tokenised item trading.
Web3Identity · DAO
Decentralised identity & reputation
ZK-ready W3C DID identity and reputation.
Web3Wallets
Multi-chain wallet
A wallet across chains, with secure key handling.
Web3Commerce
NFT commerce
NFT commerce with revenue sharing.
Web3Ticketing
On-chain ticketing
Tickets on-chain, with access that resists fraud.
Web3RWA · ESG
Tokenised plantations
Plantation assets tokenised, with profit cycles.
Web3RWA
Collectible custody & redemption
Physical collectibles held in custody and redeemable by their owners.
Web3RWA
Fractional real estate
Fractional ownership ledgers for real estate.
Web3Creative
NFTs with physical delivery
NFT ownership tied to delivery of a physical piece.
Engagement files
Growth, sales and tokenomics, told without the names.
The problem and what we did, without names or numbers. We can walk through any of them in more depth on a call.
Sector
Web3 · early-stage
Client
Private
Credibility and users for a Web3 social-finance product
A small team with a multi-chain product needed trust and users in a crowded category.
- Positioning built around what traders actually care about
- Vetted creator and KOL campaigns
- A website designed to turn that attention into sign-ups
Growth & Marketing
Sector
Web3 · data
Client
Private
Product and organic growth for a crypto analytics platform
A platform scoring projects across dozens of metrics needed a clear product structure and a market story, not just promotion.
- Market and competitor research that shaped which modules shipped
- Information design for dense on-chain data, tested with users
- Search and AI-search content, acquisition, weekly calls and monthly metric reports
Growth & Marketing
Sector
AI × Web3 · early-stage
Client
Private
A seasonal contribution programme for an AI × Web3 consumer app
One-off quests brought crowds that didn't come back. The project needed repeat, high-quality contribution.
- Year-long seasons run with ecosystem partners
- Contribution tracked and scored for quality, with anti-cheat filtering
- Rewards split into an immediate unlock and a vested remainder
Growth & Marketing
Sector
Web3 · wallets
Client
Private
Launch acquisition for a new crypto wallet
A wallet starting from zero, in an ad environment that restricts crypto.
- Paid placements tested within platform restrictions
- Landing page and creative combinations tested against install cost
- Search and media placements alongside paid channels
Growth & Marketing
Sector
B2B services
Client
Private
Owned outbound for a small B2B training business
The team needed a repeatable way to reach buyers, not a rented list.
- A prospecting platform set up on multiple lead sources
- Authenticated sending domains and automated sequences
- Replies and opportunities routed into a CRM the client owns
BD, Sales & Partnerships
Sector
Corporate finance
Client
Private
Decision-maker outbound for a boutique M&A adviser
A small advisory team needed steady meetings with business owners, the hardest audience to reach cold.
- Outbound infrastructure brought in-house
- A custom account and lead-scoring model
- Targeting built around owners and M&A decision-makers
BD, Sales & Partnerships
Sector
Startups · services
Client
Private
Sales operations for small, stretched teams
Prospects, outreach and payment lived in separate spreadsheets and inboxes, and deals stalled between handoffs.
- One lead record from first touch through follow-up and payment
- Automation and nurture for routine steps
- Pipeline visibility the whole team shares
BD, Sales & Partnerships
Sector
B2B SaaS
Client
Private
A partner programme built on customer overlap
Partnerships ran on email and spreadsheets, and nobody could say which partners were worth an integration.
- Account data mapped against partners to find shared customers
- Integrations chosen by overlap, with joint value propositions and collateral
- Partner context put in front of sales and customer success, with co-selling plays
BD, Sales & Partnerships
Sector
Consumer apps
Client
Private
Scaling an affiliate and creator programme
Affiliate programmes run by one person on spreadsheets, or leaning too heavily on a single niche of publishers.
- Partner operations moved to one platform with placement-level tracking
- New partner types recruited, from mass-media publishers to creators
- Commission terms, payouts and reporting automated
BD, Sales & Partnerships
Sector
Web3 · gaming
Client
Private
A shared token economy for an on-chain game hub
Several games had to share one economy, and it had to hold up before any real money was involved.
- Discovery, then a first playable title on testnet within weeks
- NFT and staking mechanics, and a sustainable token-economy design
- A referral loop tied to NFT progression
Product & Tokenomics
Sector
Web3 · RWA
Client
Private
Token design for an institutional real-world-asset platform
An institutional RWA platform needed a token with a real role in issuance, and a credible story for early investors.
- Stakeholder mapping and the token's role in asset issuance
- Utility and value capture tied to protocol fees, with governance levers
- Introductions to investors for the pre-seed round
Product & Tokenomics
Stack
What the flagship systems are built with.
The core stack of each live system, as published in its case file.
Domain
System
Core stack
AI × Web3
Market intelligenceAI & data intelligence
- Node.js
- TypeScript
- PostgreSQL
- TimescaleDB
- Event-driven
Web3
Trading & ledgerFinancial & trading infrastructure
- Matching engine
- Double-entry ledger
- Fiat on/off-ramp
- MPC custody-ready
Web3
Fee-funded DeFiDeFi & tokenomics
- Solidity
- Tokenomics
- Liquidity protocols
- Vaults
- Fee routing
AI × Web3
Trade decisionsEnterprise AI & trade infrastructure
- React
- TypeScript
- Node.js
- PostgreSQL
- AI/ML
- On-chain proofs
Web3
On-chain marketProtocol engineering
- UTxO model
- Validator scripts
- Off-chain tx builders
- Event watchers
AI
Quoting agentAI agents & agentic workflows
- Agent orchestration
- Multimodal LLMs
- Messaging API
- Tracing & evals
AI
Research retrievalRAG & enterprise knowledge
- Vector search
- Metadata filtering
- Reranking
- Multi-agent orchestration
AI
Document reviewVertical AI for finance & risk
- Multimodal LLMs
- Grounded reasoning
- Client-cloud deployment
- Evaluation benchmark
Our day-to-day stack, layer by layer.
We staff every layer of a modern AI or Web3 system with senior people, so nothing important gets outsourced to a guess.
L9
Product surfaces
What your users touch.
- TypeScript
- React
- Next.js
- React Native
- Tailwind
- wagmi & viem
- WalletConnect
- Embedded wallets
L8
AI models & agents
Reasoning, tools and orchestration.
- OpenAI
- Anthropic Claude
- Google Gemini
- Llama & Mistral (open-weight)
- LangGraph
- LlamaIndex
- Model Context Protocol
- Speech-to-text & TTS
L7
Retrieval & data
What the models and markets read from.
- PostgreSQL
- pgvector
- Qdrant
- Elasticsearch
- Hybrid search & rerankers
- TimescaleDB
- ClickHouse
- Kafka
- Redis
- Airflow
L6
Evaluation & observability
How we know it works, and keeps working.
- Eval harnesses
- Langfuse
- OpenTelemetry
- Prometheus
- Grafana
- Sentry
- Red-team suites
L5
Services & backends
The engines underneath.
- Node.js
- Python (FastAPI)
- Go
- Rust
- gRPC
- GraphQL
- WebSockets
- Event-driven services
- Low-latency matching engines
L4
Smart contracts
Code that holds value.
- Solidity
- Rust (Anchor)
- Move
- Aiken
- Plutus
- CosmWasm
- OpenZeppelin
- Foundry
- Hardhat
L3
Chains & scaling
Where it settles.
- Ethereum
- Arbitrum
- Optimism & OP Stack
- Base
- Polygon
- Solana
- Cardano
- Cosmos SDK
- Substrate & Polkadot
- Internet Computer
- Chainlink
- The Graph
L2
Cryptography & security
Proof, privacy and keys.
- zkSNARKs
- zkVMs
- Trusted execution environments
- MPC & threshold signing
- Account abstraction (ERC-4337)
- Slither
- Fuzz & invariant testing
- MEV-aware design
L1
Cloud & operations
Keeping it up, and at a known cost.
- AWS
- GCP
- Azure
- Docker
- Kubernetes
- Terraform
- CI/CD
- KMS & HSM key management
79 technologies. The right ones for your system get chosen in discovery, not from habit.
Office hours
Working on something like these?
Your first call is with a senior lead who will own the work. Send a few lines about the product and what's hard about it.
- Your point of contact
- Vidit Galav, Director
- Follow
- Delivery
- Our team works across US, European, APAC and Middle East hours.