The SOC can't hire its way out. AI is the only path that scales.
Robo8 attacks the biggest cost in security operations — human triage — with a product safe enough to actually deploy. The wedge isn't "smarter AI than the incumbents"; it's glass-box, sovereign, and layered on top of the stack teams already own — reaching the regulated and mid-market buyers black-box, cloud-only platforms can't serve.
The opportunity
Alert volume and attacker automation are growing faster than teams can hire. The structural labor shortage makes automation non-optional — and LLMs plus live, machine-readable threat intel finally make grounded automated reasoning viable.
Why we win — the moat
| Most tools | Robo8 |
|---|---|
| Single layer; correlation is manual | Unified network+endpoint+cloud correlation engine |
| Black-box scores | Explainable, ATT&CK-grounded verdicts (trust = adoption) |
| All-or-nothing automation | Graduated, reversible autonomy with human-in-command |
| Static rules that age | Feedback-trained model with poisoning defense + drift retraining |
| Cloud-only, data leaves the building | Local-first, vendor-neutral — opens privacy-sensitive markets |
| Rip-and-replace your detection | Layers on top — ingests their alerts, lowers switching cost |
The compounding advantage: every customer's analyst feedback improves the model, and the local-first posture unlocks regulated buyers competitors can't serve.
Business model & GTM
Land as a layer
Enter low-risk in read-only dry-run on the alerts a customer already generates — no rip-and-replace. Expand to auto-response and the learning loop. Minimal switching cost, fast time-to-value.
Recurring revenue
Subscription by environment / data volume, with a premium local-first tier. [Insert pricing, ACV, gross margin.]
Multiple channels
Direct to lean SOCs and regulated mid-market; leverage via MSSPs reselling per-tenant. [Insert pipeline.]
Defensible distribution
Open, integration-rich core drives bottom-up adoption; enterprise features convert to paid. [Insert funnel metrics.]
Traction & the ask
A working, tested system exists today — unified detection, RAG-grounded triage, graduated response, a learning loop, live threat-intel, auth/RBAC/TLS, and Docker/Kubernetes/Helm packaging. This is build-stage de-risked.