Roadmap

What's shipped, what's next, and what we're committing to publicly. Honest about gaps. Full feature flags live at /status.

Now

Public beta — shipped

Full API surface
Live
All 11 endpoints live (analyses, scoring, evidence, appeals, feedback, account)
Six detection methods
Live
Funding / behavior (HDBSCAN) / graph (Leiden) / temporal / cross-chain / ML ensemble
Public appeal flow
Live
Anyone can dispute a score. 48h response policy. Immutable audit log per event.
Webhook delivery
Live
HMAC-SHA256 signed on analysis.completed. Customer-configured URL + secret.
Open-source clustering
Live
MIT license. Algorithms reproducible from the published manifest.
63 automated tests
Live
47 ML + 16 API including 4 real-DB integration. CI green on every PR.
Docker full-stack
Live
One-command up: postgres + redis + ml + api + worker + migrations.

Q3 2026 — depends on first grant or first paid analysis

Real on-chain data (Alchemy)
Coming soon
Switch from MockProvider to AlchemyProvider. Needs paid Alchemy key.
Crypto checkout (NowPayments)
Coming soon
Pay subscriptions and per-analysis in USDT/USDC/ETH/BTC. No KYC for buyer.
Calibrated production model
Coming soon
Train on 10K+ real labeled corpus. Calibrate probabilities so the 70 threshold is meaningful.
Free single-address public API
Coming soon
Rate-limited public-good tier for any project to test our scores.
Public retro-analyses
Coming soon
Aggregate-only posts: 'we agree with Linea on 478K, found 45K more, 8K likely FP'. Methodology peer-review.
Real T1/T2 labeled sources
Coming soon
Replace synthetic placeholders with LayerZero amnesty, Hop investigations, etc.
New-analysis dashboard form
Roadmap
CSV upload UI to replace the API-only flow
Cluster network visualization
Roadmap
Interactive graph of detected Sybil clusters in the analysis detail page.

Q4 2026+ — after legal entity

Stripe card payments
Roadmap
After legal entity is incorporated.
Enterprise contracts + DPA / MSA templates
Roadmap
After legal entity.
Self-hosted Erigon/Reth node
Roadmap
For >100K-address analyses. Removes Alchemy quota dependency.
Custom-model training
Roadmap
Train a per-customer model on their own labeled examples.
Automatic retrain on drift alert
Roadmap
PSI > 0.25 → kick off retrain pipeline automatically. Manual today.
Galxe / Gitcoin Passport integrations
Roadmap
Score-as-a-credential. Embedded in major airdrop campaign platforms.
DAO governance Sybil detection
Roadmap
Real-time scoring for governance voting. Separate product, same engine.

· KYC / identity verification — that's Worldcoin/Civic's job, not ours
· Sybil-resistant social graph — out of scope
· Token of our own — no plans, no announcement, treat any "$SHIELD" rumour as a scam
· Confidential / proprietary detection rules — everything is open-source by design