Inline AMD or post-connect analysis: where the latency goes
The right AMD placement depends on when a verdict is needed, what media the system can inspect and how much delay agents can absorb.
News · AMDY.IO
Outbound AMD digest: the two-second clock is not the detection window
FCC abandonment limits make AMD latency an operating risk, but the compliance clock starts at the end of a live person’s greeting—not at answer supervision.
How to reduce predictive dialer dead air and protect DID reputation
Trace the gap between answer and agent connection, then tune routing in controlled steps; spam labels are a signal to investigate, not proof of one cause.
A carrier-routing stack that treats FAS as evidence, not a verdict
Combine OpenSIPS routing, Asterisk call handling and AMDY.IO detection—then automate trunk quarantine only after your own policy verifies the pattern.
Three false-answer patterns SIP traces cannot classify alone
Dead air, fake ringback and early media can all confuse outbound dialers, but they are different signals—and none alone proves a carrier fault.
AMD digest: acoustic fingerprints, cadence and the cost of waiting
No verified release or pricing change is established here; the practical shift to watch is how real-time audio classification handles ambiguous answers without stretching dialer latency.
How to audit carrier false answer supervision in Asterisk
Use SIP traces, call records and AMDY.IO’s FAS flags to separate suspected carrier answers from calls that reached a person or voicemail.
A scalable SIP stack for outbound AMD
Split signaling, media handling and audio classification across Kamailio, FreeSWITCH and AMDY.IO, then scale each layer against its own workload.
FreeSWITCH mod_amd vs stream audio detection: production performance
Comparing native FreeSWITCH silence detection against WebSocket audio streams across latency, false positives, and media server CPU utilization.
Dialer pacing math: how AMD latency changes agent wait times
Long analysis windows break predictive dialer algorithms, forcing call centers to choose between agent idle time and high drop rates.
How to configure GoAutoDial v4 for low-latency answering machine detection
Upgrade GoAutoDial v4 audio routing to eliminate dead air and route live prospects using real-time stream analysis.
Constructing a Node.js SIP pipeline for real-time stream AMD
Pipe live PCM audio directly from a custom Node.js dialer into a WebSocket endpoint to classify answers in 1/8 second.
Silent treatment: how call screening broke legacy dialer AMD
Smartphone call screening breaks standard silence-based answering machine detection. Here is how audio stream analysis compares.
Outbound compliance digest: how AMD latency triggers TCPA abandonment rules
Dialers breaching the 3% TCPA and Ofcom abandonment caps are often failing on execution speed rather than agent pacing.
Replacing FreeSWITCH audio detection with AMDY stream sockets
Upgrade FreeSWITCH call routing by replacing mod_amd and avmd with real-time WebSocket audio analysis and Event Socket Library controls.
Building an outbound call center stack with ViciDial, AMDY, and webhooks
A practical guide to connecting audio stream analysis, call routing, payment hooks, and digital collateral.
How to replace stock ViciDial AMD with stream audio detection
A step-by-step guide to fixing ViciDial false positives, catching carrier false-answers, and cutting dead air.
Outbound AMD digest: silence detection limits, FAS traps, and stream audio ML
Legacy Asterisk AMD still drops live leads, but audio stream analysis and early FAS detection are reshaping outbound dialer architecture.
Comparing outbound answering machine detection in ViciDial and Asterisk
An engineering breakdown of stock Asterisk app_amd, carrier-level CPD, and real-time audio analysis engines.
How to eliminate ViciDial false positives and dead air
Stock ViciDial AMD misidentifies live callers as voicemail, but upgrading your detection stack stops ghost calls and recovers lost connections.
News desk operated by Stork Wire.