startup candidates
qualified continuously
high-confidence candidates with validated demand, measurable market size and clear execution potential
identifying build-grade candidates before widespread market awareness
signal-first qualificationcandidate intelligence layerbuild-grade only
tracefi intelligence console · v1.0
$ tracefi scan --latest --confidence 70
▋
> candidate committed to intelligence layer
OracleGuard
Continuous oracle-attack prevention for DeFi: monitor, simulate, and automatically trip circuit breakers before manipulated prices cause losses.
confidence
74
market
$1B+
score
77
signals processed
candidates validated
build-grade candidates
2 minutes ago
last candidate committed
recently committed candidates
OracleGuard
Continuous oracle-attack prevention for DeFi: monitor, simulate, and automatically trip circuit breakers before manipulated prices cause losses.
confidence 74 · score 77
ShieldSign
An embedded smart-contract risk rating + per-transaction coverage API for wallets and exchanges so end users aren’t the insurer of last resort.
confidence 74 · score 77
ReleaseSentinel
Supply-chain security and release attestation for crypto wallets and Web3 apps—prevent compromised dependencies and hijacked deployment pipelines from shipping malicious updates.
confidence 72 · score 77
ToolLock
A security gateway that prevents LLM agents from leaking secrets or abusing tools/URLs by enforcing allowlisted, policy-verified tool calls and blocking prompt-injection/jailbreak attempts in real time.
confidence 76 · score 77
SignShield
A validator signing firewall that prevents invalid or slashable Ethereum consensus messages before they ever reach your keys.
confidence 73 · score 76
InvariantGuard
Continuous smart-contract wallet safety checks + runtime monitoring that prevents repeatable bugs (init/ownership/library-kill) from reaching mainnet.
confidence 78 · score 76
qualification pipeline
how trace𝒻𝒾 works
signals → extract → score → export
pipeline status: active · latency: 1.8s
01
signal ingestion engine02
candidate extraction layer03
viability scoring engine04
intelligence export systemmodule 01
signal ingestion engine
continuously monitors global public signals to detect emerging unmet demand
$ tracefi ingest --sources global --dedupe --normalize
input: 12,482 signals/day
normalized: 100%
latency: 420ms
module 02
candidate extraction layer
semantic parsing identifies recurring pain points and underserved workflows
$ tracefi extract --confidence-threshold 40
processed: 12,482 signals
extracted: 413 candidates
noise reduction: 96.6%
module 03
viability scoring engine
evaluates market size, monetization potential and execution feasibility
$ tracefi score --model v1 --market-weighted
scored: 413 candidates
qualification rate: 40.4%
processing latency: 1.8s
module 04
intelligence export system
exports validated candidates exceeding confidence threshold
$ tracefi export --confidence ≥70
exported: 167
confidence ≥70
status: active
pipeline output
build-grade candidates committed to intelligence layer
confidence threshold ≥70 · qualification engine operational
INTELLIGENCE ACCESS
discover recently validated candidates
access the intelligence layer and explore qualified candidates