馃弳Finalist, Belgium Startup Awards 2026路Backed by Start it @KBC Accelerator
馃弳Finalist, Belgium Startup Awards 2026路Backed by Start it @KBC Accelerator
馃弳Finalist, Belgium Startup Awards 2026路Backed by Start it @KBC Accelerator
馃弳Finalist, Belgium Startup Awards 2026路Backed by Start it @KBC Accelerator
Sagy

Platform

The AI investigation layer for engineering teams.

Sagy helps software, firmware, and hardware teams investigate incidents faster, reduce repeated context hunting, and keep proven fixes available for the next issue.

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HomeSee how Sagy helps engineering teams reduce investigation time.Incident Investigation AgentGather evidence across tools and surface the next action faster.Engineering MemoryPreserve decisions, fixes, and investigation paths automatically.Sagy in ActionFind the Sagy page that matches your team鈥檚 use case.

Industries

Domain-specific agents for the industries we know deeply.

Sagy ships preloaded with the protocols, standards, and failure modes of your industry, then learns your team. We go deep in telecommunications, avionics, and medical devices.

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TelecommunicationsWiFi, broadband CPE, gateways, and networking device debugging.Avionics & AerospaceDO-178C, ARINC 429/664/653, MIL-STD-1553, and embedded flight software.Medical DevicesIEC 62304, IEC 60601, DICOM, HL7/FHIR, and SaMD investigation.

Workflows

Named workflows, not vague automation.

Sagy follows the exact operational workflows your engineers repeat today, then improves them with every validated investigation.

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Slack, Jira & GitHubConnect the conversation, ticket history, and code changes behind an issue.Firmware ReproductionSpend less time rebuilding setups before embedded debugging starts.Tool IntegrationsConnect the tools where incidents, code, docs, logs, and decisions already live.Confluence AlternativeKeep engineering knowledge alive without relying on stale wiki pages.Investigator DemoWatch how Sagy turns an inbound issue into a structured investigation.

Learn

Practical guides for engineering investigation.

Read focused content on MTTR, root-cause workflows, customer bugs, embedded reproduction, and secure AI agents for engineering teams.

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Security & DeploymentReview private deployment, human approval, auditability, and access control.Blog IndexRead practical articles for engineering teams investigating complex issues.Reduce MTTRLearn how repeatable incident investigation lowers resolution time.Root-Cause WorkflowFollow a source-backed workflow for engineering root-cause analysis.Slack Jira GitHub IncidentsConnect conversations, tickets, and code changes during incidents.Customer Bug WorkflowTurn customer reports into structured engineering investigations.Incident KnowledgeSee how AI agents preserve fixes, evidence, and decisions.Embedded Bug ReproductionLearn why reproducing customer bugs can take days before debugging begins.Static Knowledge BasesSee why static docs miss the decisions engineers need during incidents.Purpose-Built AgentsUnderstand why focused agents outperform generic assistants for engineering work.

Company

Company, hiring, and policy pages.

Learn who is building Sagy, how we handle data, and where we are hiring.

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TeamMeet the team building Sagy for engineering organizations.CareersExplore opportunities to help build the AI investigation layer.PrivacyUnderstand how Sagy handles customer information and product data.
Available now 路 Telecommunications

The AI agent for telecommunications teams.

WiFi debugging, broadband CPE, gateways, and carrier-grade networking. Sagy's agent already understands the protocols, the chipsets, the management standards, and the failure modes that fill your ticket queue, then it learns how your team works.

Schedule a demoSee what it already knows

Explore related pages: Wireless & Networking Agent 路 Integrations

The problem

The work isn't hard. It's unrelenting.

Telecom devices live in the messiest environment imaginable: thousands of home networks, every ISP configuration, every interfering neighbor's access point, every legacy CPE still in the field. A subscriber reports dropped WiFi or a gateway that won't stay online, and before any real debugging starts an engineer spends hours recovering context, matching the firmware build, reproducing the RF or provisioning condition, and digging through old tickets for the same symptom.

The work is repetitive, mechanical, and never stops. Sagy's telecommunications agent is built to absorb it, patiently and consistently, across every WiFi, broadband, and networking ticket your team receives.

Preloaded domain knowledge

Not knowledge it has to discover. The starting point.

Out of the box, the telecommunications agent is preloaded with deep domain knowledge that generic AI tools simply do not have.

Wireless & WiFi

  • 802.11a/b/g/n/ac (WiFi 5), 802.11ax (WiFi 6/6E), 802.11be (WiFi 7)
  • 802.11k/v/r roaming, band steering, BSS transition
  • DFS, regulatory domains, channel and TX-power selection
  • WPA2/WPA3, 802.1X, EAP variants, OWE
  • EasyMesh, 802.11s, vendor mesh and backhaul
  • Bluetooth / BLE coexistence on shared radios

Broadband access

  • DOCSIS 3.0 / 3.1 / 4.0, cable modem provisioning
  • GPON, XGS-PON, NG-PON2, ONT/ONU bring-up
  • DSL / VDSL2 / G.fast
  • PPPoE, IPoE, DHCP option 60/61/82, DHCPv6-PD
  • Carrier-grade NAT, IPv4/IPv6 dual stack, SLAAC
  • QoS, traffic shaping, bufferbloat

Device management

  • TR-069 (CWMP) and TR-369 (USP) data models
  • TR-181, TR-104, TR-098 parameter trees
  • ACS provisioning flows and firmware campaigns
  • Remote diagnostics, bulk data, and telemetry
  • RDK-B, prplOS, OpenWrt config conventions
  • Zero-touch provisioning and onboarding

Voice & cellular

  • SIP, RTP/RTCP, SDP, VoIP and VoLTE call flows
  • IMS registration, SBC interworking
  • Cellular, LTE, 5G NR, NB-IoT, LTE-M, FWA
  • Fixed wireless access (FWA) gateways and CPE
  • Echo, jitter, packet loss, and codec negotiation

Silicon & platforms

  • Broadcom (BCM43xx/47xx), wl driver, NVRAM conventions
  • Qualcomm (QCA, IPQ), QSDK internals
  • MediaTek (MT76xx/79xx), OpenWrt mt76 driver
  • hostapd, wpa_supplicant, nl80211, mac80211
  • Yocto, Buildroot, vendor Linux distributions

Common failure patterns

  • Association and authentication failures across security modes
  • Roaming and handover issues in multi-AP homes
  • Provisioning and ACS sync failures
  • PON ranging, optical-level, and registration faults
  • Intermittent disconnects, watchdog resets, memory leaks
  • Throughput and latency regressions after firmware updates
What it does for your team

Runs locally. Connects to the real device.

The agent runs on the engineer's laptop and connects directly to the CPE or gateway through serial, SSH, TR-069, or your existing test harness.

Reproduces subscriber-reported bugs

Reads the ticket, recovers prior context from your messaging tool, GitHub, and Jira history, identifies the exact firmware version, flashes the device, recreates the WiFi or provisioning condition, and retries across known telecom failure patterns, then delivers a structured report with logs and a first hypothesis.

Investigates field incidents

Pulls together everything relevant to an incoming complaint, recent firmware changes touching the wireless or access stack, similar past tickets, and related team conversations, before the engineer opens a single tab.

Validates builds against regressions

When a new build is ready, the agent runs a pre-configured suite of reproduction workflows against your library of historical bugs, catching regressions in known failure modes before they reach QA or the field.

Documents tribal knowledge automatically

Every investigation becomes part of Sagy's memory. The first time a senior engineer resolves a tricky DFS or PON ranging issue, the next engineer to hit it sees the prior investigation immediately, with the full trace, logs, and resolution.

How it learns your team

The domain knowledge is the start. Your team is the value.

1

Your flash and provisioning procedure

Encoded as a Sagy Skill once, then run consistently on every investigation across CPE, gateways, and ONTs.

2

Your build artifact storage

The agent matches firmware versions against your internal storage, with your naming and release conventions.

3

Your reproduction conventions

The way your team brings up interfaces, configures test SSIDs and ACS, and captures packet and RF logs. The agent runs your procedure, not a generic one.

4

Your historical incidents

Every ticket, investigation, Slack thread, and Teams conversation becomes part of the agent's memory. The more your team uses Sagy, the faster it recognizes patterns specific to your platform.

5

Your codebase

The agent knows your repos, your branch conventions, and which commits to suspect when a broadband or WiFi regression appears.

Who this is for

Built for teams shipping telecommunications devices.

If your engineers spend a meaningful chunk of their week on bug reproduction, context recovery, or repetitive firmware investigation, this agent is built for you.

WiFi router & access point manufacturersBroadband CPE & residential gateway vendorsCable modem (DOCSIS) makersGPON / XGS-PON ONT & OLT vendorsFixed wireless access (FWA) gateway makersMesh networking system vendorsISPs & MSOs running large CPE fleetsTelecom equipment OEMs and ODMs
Why us

Built by engineers who lived this problem.

Years debugging the same broadband and wireless devices you're building, watching the same patterns play out across team after team, carrier after carrier. The telecommunications agent isn't a generic AI tool with a marketing skin, it's a domain-specific agent shaped by real work, and it ships with that experience preloaded.

We're working with a small number of design partners to push this further. If you build telecom devices for a living and the work described on this page sounds painfully familiar, we should talk.

Design partner program

Talk to us about becoming a design partner.

We're deliberately taking on a small number of teams to make sure each one gets a deeply tailored agent.

Schedule a demow.golli@sagy.ai
Frequently asked

Questions, answered.

Ready to test Sagy?

Schedule a demo for your engineering investigation workflow.

Bring a real customer-reported hardware, firmware, or device issue. We will show how Sagy gathers context, runs the workflow, and preserves the investigation as reusable engineering memory.

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sagy

The AI investigation layer for engineering teams shipping software, firmware, hardware, and wireless systems.

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