Turn every solved problem into a reusable vaccine. One project's experience becomes everyone's immunity. Reduce AI costs by up to 90% (target).
Three steps from problem to collective immunity.
AI work logs structured into problem → environment → attempts → solution. Secrets masked automatically.
Semantic vector search in milliseconds. Three detail levels: L1 (~100 tokens), L2 (~500), L3 (~2,000).
Each resolve strengthens the vaccine. Escalation rates drop weekly. Knowledge compounds.
“Claude decided, ChatGPT doesn’t know”
Stop re-explaining architecture decisions. Vaccinate once, and every AI tool in your stack inherits the context.
“Decided in a brainstorm, lost in translation”
Specs auto-captured from AI conversations. Decisions survive context switches and sprint boundaries.
“Someone solved this last week”
One resolution, everyone’s immunity. Knowledge compounds across the project instead of staying in one person’s chat history.
Embed workthin as chatbot backend. Unanswered questions escalate, get resolved, become vaccines. Next time — instant.
Projected escalation trajectory
Most escalated (projected)
Half auto-resolved (projected)
Collective immunity (projected)
Projected ROI based on industry benchmarks and academic research.
Per 10-person team. 40% fewer redundant AI queries.
Within 90 days. Vaccines resolve queries instead of humans.
From zero-shot reasoning to vaccine lookup.
Measurable impact in the first sprint.
Free for individuals. Pro from $10/month.