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Wireless intelligence

Multivendor Wireless Healer

v1 covers 8 Tier-1 use cases across Cisco 9800/Meraki, Aruba AOS-10/Central, Juniper Mist, Ruckus SmartZone — on-prem and cloud. Suggest-only: AI returns CLI / dashboard / API steps you apply yourself.
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v1 use cases

RF coverage gaps
Cells / clients below RSSI / SNR thresholds.
Co-channel & adjacent-channel interference
Channel utilization > 70%, overlapping BSSIDs.
Rogue & non-Wi-Fi interference
Microwave, BT, video bridge, jammers, rogue APs / SSIDs.
Roaming failures
Slow / failed 802.11r/k/v handoffs, ping-pong.
Sticky clients & band-steering misses
Clients glued to weak 2.4 GHz cell.
DFS radar events
Channel evictions on UNII-2 / UNII-2C, capacity loss.
AP overload / capacity
Client count, airtime, low PHY-rate distribution.
Auth & onboarding failures
RADIUS latency / timeout, EAP, PSK / PPSK, captive portal.

Vendors & modes

Read-only advisor. AI is constrained to the v1 use-case + vendor catalog.

Telemetry snapshot
8 in scope
demo data

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Time filter applies only to symptoms with an observed_at timestamp (live monitoring). Pasted symptoms without timestamps are hidden when a time window is selected.

  • 2.4 GHz co-channel saturation
    BCN-01 / Floor 5 · Cisco Catalyst 9800 · Co-channel & adjacent-channel interference
    ch6 utilization: 82% · 8 BSSIDs visible @ -67 dBm avg
  • Sticky clients on AP-204
    MAD-02 / Lobby · HPE Aruba Central · Sticky clients & band-steering misses
    clients ≤ -78 dBm: 37 / 122 (30%) for 12+ min
  • EAP-TLS RADIUS latency spike
    LIS-01 / Wing-B · Juniper Mist / Marvis · Auth & onboarding failures
    p95 / timeouts: 612 ms (target ≤ 200) · 4.1% timeouts
  • Radio overload on R650
    PAR-04 / Warehouse · Ruckus SmartZone · AP overload / capacity
    clients / airtime: 98 clients · 91% airtime · PHY p50 24 Mbps
  • Slow roams on voice SSID
    AMS-01 / Floor 2 · Cisco Meraki · Roaming failures
    roam time / failures: p95 1.2 s · 6.4% fail · FT off
  • DFS evictions on UNII-2C
    DUB-03 · HPE Aruba AOS-10 · DFS radar events
    ch100 hits / 24h: 11 hits across 6 APs · fallback ch36
  • Coverage hole near elevator core
    BCN-01 / Floor 7 NE · Cisco Catalyst 9800 · RF coverage gaps
    RSSI / SNR floor: 23 clients @ ≤ -75 dBm · SNR 12 dB
  • Microwave + rogue SSID
    MAD-02 / Cafeteria · Juniper Mist / Marvis · Rogue & non-Wi-Fi interference
    interferer / rogue: Microwave duty 38% on ch9 · 1 rogue SSID 'Free-Wifi'

AI heal plan

Run the AI healer to get ranked diagnoses and per-vendor remediation playbooks for the symptoms in scope.