Hamster for FDE Teams
AI coding tools compressed the building phase. The bottleneck is now discovery. Hamster connects to your customer's world, synthesizes what matters, and generates executable plans before the first meeting ends.


The problem
Cursor, Claude Code, Copilot — your team ships implementation in hours now. But you still spend weeks on calls and requirements gathering before a line gets written.
What your team figured out on the last fintech engagement lives in someone's head. The next engagement starts from zero.
Hamster is the context-to-plan pipeline your FDE team is missing. Connect to your customer's tools, generate a structured brief from what you learn, and walk out of the first meeting with an executable development plan.
Hamster integrates with Slack, Jira, Linear, Salesforce, and 40+ other sources your customers already use. Surface the context that matters — their active projects, stack, and constraints — before you say hello.
Capture requirements during the meeting. Hamster's AI Brief Writer structures them into a full spec with requirements, constraints, and acceptance criteria. No synthesis work after the call.
From the brief, Hamster's Task Master Agent generates scoped engineering tasks with dependencies and complexity estimates. Your team can start building the same day.
Each engagement becomes a reusable Method. When a similar customer lands, your team starts from a proven playbook — not a blank page.
Before
Two weeks of discovery calls. Manual requirements synthesis. A spec doc that goes through three rounds of review. Building starts in week five — by which time deal momentum has stalled.
After
Connect the customer's tools before the call. Hamster surfaces context automatically. Run the meeting, capture requirements live, generate the executable plan. Demo working software before the meeting ends.
Before
FDE finishes an engagement. What they learned stays in their head, their Slack DMs, and a Confluence page nobody reads. Next engineer on a similar customer starts from zero.
After
Every engagement is captured as a structured brief and Method. RAG-powered search surfaces the relevant playbook automatically. The next FDE hits the ground running.
Before
Customer requirements scattered across emails, call recordings, and shared docs. FDE spends days synthesizing them into a spec, reviews it with the customer, iterates twice, then starts building.
After
Hamster ingests context from every source. AI Brief Writer generates a structured spec from the synthesized context. Review takes 20 minutes. Building starts the same day.
Hamster turns weeks of discovery into hours — so your FDE team can ship working software in the first customer meeting.
Start your FDE pilot