AI agentic software house · Production agent systems
We build agents
that do the work.
Gustforward designs, builds, and runs production AI agent systems — agents that own real workflows end to end, with the evals, guardrails, and human hand-offs that keep them trustworthy at scale.
Products & platforms we build and operate
What we do
From architecture to on-call.
Agent architecture
Multi-agent orchestration, planners, tool use, durable state, and clean hand-offs between agents. Built on Claude, with the model layer kept swappable.
Context & retrieval
RAG that survives a real corpus: hybrid search, reranking, structure-aware chunking, and freshness guarantees you can actually verify.
Evals & guardrails
An eval suite, tracing, and a kill switch ship with every agent. You learn about a regression before your users do.
Human-in-the-loop
Approval queues, escalation paths, and review interfaces. Autonomy where it's safe, a person in the loop where it isn't.
Agent ops
Deployment, cost and latency budgets, versioned prompts, and on-call. We keep the fleet running long after launch.
The difference
A demo is not a system.
We ship the system.
Anyone can get an agent to work once. The job is the other 5% — the ambiguous inputs, the tool failures, the silent drift. That gap is the entire engagement.
Selected work
Where the AI does the work.
An autonomous crew that answers, qualifies, and books.
Built — A crew for Singapore service businesses — conversations in on WhatsApp and Telegram, calendar bookings out.
AI — Gemini and DeepSeek write every reply in the operator's own voice, read lead intent, and decide when to hand off to a human.
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Entivault
Compliance · corporate secretaries
Built — The system of record — an ACRA-shaped entity register, compliance calendar, document generation, and a shared client inbox.
AI — Claude on AWS Bedrock reads filings and screening hits, extracts entity and officer data, and drafts CDD assessments for a human to approve.
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BlockJobs
Marketplace · Web3, AI & fintech
Built — A two-sided careers marketplace connecting candidates with real roles and employers.
AI — Gemini's live-audio model powers a spoken interview-practice partner. In development.
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Tech & Brew
Platform
Built — The publishing platform behind the dev-tools journal — editorial workflow, fast pages, and a machine-readable content pipeline.
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Aspertise
Client platform
Built — A fast, accessible corporate consultancy platform — designed, built, and maintained by Gustforward.
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How we build
Scoped, measured, and operated.
01
Pick one workflow.
We scope a single high-volume workflow and write the eval set before we write the agent. If we can't measure it, we don't ship it.
02
Prototype on real data.
Week one runs against your real inputs, not a synthetic happy path — so you see where the agent breaks while it's still cheap to fix.
03
Guardrails before autonomy.
Every agent ships human-in-the-loop by default. We widen the loop only as the evals hold.
04
We run it.
Tracing, cost budgets, versioned prompts, on-call. The team that built the agent owns its regressions.
The studio
We operate what we build.
Gustforward is a compact, senior team that designs and ships AI agent systems. We run our own agents — Microcrew's crew handles replies, qualification, and bookings for service businesses, and Entivault's due-diligence layer drafts CDD assessments inside a live compliance platform.
That's the whole pitch: we build on what we already operate. Agent quality shows up here as an eval score you can read and a trace you can open — not a vibe.
Let's put an agent on it.
Tell us about the workflow in a 30-minute call. If there's a fit, you'll get a scoped agent plan within 48 hours — the workflow, the eval set, and what autonomy looks like at each stage.