what we actually build.
six disciplines, scoped tightly enough to deliver, broad enough to compose. every engagement starts with a single workflow and a measurable target.
AI agents & multi-agent systems
Autonomous workers that ship work, not demos.
scope thisWe design agentic systems that plan, execute and verify multi-step work — across tools, codebases and business processes — with guardrails and human-in-the-loop checkpoints when it matters.
- Custom agent architectures (planner, executor, critic)
- Tool-use and function-calling integrations
- Memory, retrieval and state management
- Evaluation harnesses and regression tests
- Observability, tracing and cost dashboards
Ops, eng and research teams replacing rote multi-tool workflows.
RAG chatbots & knowledge systems
Answers from your data, not the model's guesses.
scope thisProduction-grade retrieval over the corpus that matters to you: docs, contracts, tickets, transcripts, code. Hybrid search, reranking, citations and freshness — wired to a chat or voice surface.
- Ingestion pipelines (PDF, HTML, audio, code, DBs)
- Hybrid retrieval (BM25 + dense + rerank)
- Grounded answers with source citations
- Permissions, tenancy and audit logs
- Eval set, golden questions and quality dashboard
Support, legal, sales enablement and internal knowledge.
AI automation infrastructure
Pipes, queues and workers that don't fall over.
scope thisThe unglamorous half of AI: queues, retries, idempotency, secrets, deploys and dashboards. We build the platform underneath the demo so your team can ship and sleep.
- Event-driven workflows (webhooks, cron, queues)
- Resilient LLM calls (retry, fallback, caching)
- Secret management and per-tenant isolation
- Cost and latency observability
- CI/CD, infra-as-code and on-call runbooks
Teams moving from prototype to revenue-bearing systems.
Lead-gen & outbound systems
Pipeline as a system, not a stack of spreadsheets.
scope thisEnd-to-end outbound infrastructure: data sourcing, enrichment, message generation, deliverability and reply routing. Built around your ICP and what your sales team will actually use.
- ICP definition and signal scoring
- Multi-source enrichment and dedupe
- Personalized sequences with LLM drafts
- Inbox warmup, deliverability monitoring
- CRM sync and reply routing to humans
B2B founders and revenue teams owning their own pipeline.
Web3 & on-chain tooling
Contracts, indexers and frontends that ship.
scope thisPragmatic on-chain engineering: smart contracts, indexers, wallet flows and dashboards. We avoid hype and write the code your protocol or treasury actually needs.
- Smart contracts (Solidity, audited patterns)
- Subgraphs and custom indexers
- Wallet connection and gasless flows
- Treasury, payouts and on-chain analytics
- Off-chain workers bridging Web2 + Web3
Protocol teams, DAOs and Web2 companies adding on-chain features.
Voice AI & conversational interfaces
Phone, web and ambient voice that handles real work.
scope thisLow-latency voice agents for inbound, outbound and ambient use cases. Real telephony, real CRMs, real escalation paths — not a demo with a chat bubble.
- Inbound and outbound voice agents
- Telephony integration (SIP, Twilio, telecoms)
- ASR, TTS, barge-in and turn-taking tuning
- CRM, calendar and ticketing handoffs
- Call analytics and QA scoring
Sales, support and operations teams that live on the phone.