The Autonomous Support Engineer
for complex technical support

Resolve support tickets, eliminate customer escalations,
and capture knowledge gaps

Build AI agents in natural language1Received2Analyzing3Resolved

Powering support for the world's most complex enterprises

SumoLogicCyberArk
Cadence
Boomi
Octave
HexagonEverbridge
Checkmarx
CiscoCority
Ceragon
Tufin
6Sense
eClinical
Xactly
Imagine Communications
Vectra
Trusted by 100+ B2B Support and CX Teams
Integrations
Ticketing SystemsSalesforce, ServiceNow, Zendesk
Issue TrackingJira, Azure DevOps
Knowledge BasesConfluence, SharePoint
Internal CommsSlack, Teams
CodebaseGithub, Gitlab
Ops SystemsSentry, Datadog
Platform
AI Models built for B2B Support
Unified Knowledge IndexCross-source synthesis. Version-aware. Continuously refreshed.
Reasoning Engine10-12 reasoning hops per query. Traverses every source.
Runbook ControlEarned Autonomy. Customer-tunable voice, scope, escalation.
Products
Autonomous Support ResponseIn your ticketing system
Support & CX Engineer AssistAssist mode from Ticketing Apps or Slack/ MSTeams
Knowledge ArticlesAuto-written, deduplicated
Customer Self-ServiceIn-app, portal, chat
Business IntelligenceBusiness insights. No Dashboard or SQL.
MCP ServerPlug into any custom AI agent your team builds.
0%
Reduction in Resolution Time
0%
Faster Time to Productivity
0%
Customer Satisfaction
One ticket. Five Days. Five tools.Still not resolved.
A DAY IN SUPPORT — TODAY
The Incoming Ticket

Ambiguous & Complex

Multi-Product IssueMultiple LanguagesFrustrated Sentiment
The Resolution Bottleneck
Log Analysis (Manual Grepping)
Screenshots (No OCR extraction)
Routing (Wrong escalation signals)
Siloed Data (9 separate tools)
The Outcome

Escalation

High engineering cost. Slow time to resolution.

Four costs. Compounding.
No single line item, but already on your P&L.
ESCALATION TAX

Senior support engineers triage

35%+ of complex tickets escalate to your best people.

$500+
per escalation
AGENT BURNOUT

Talent walks. Knowledge walks

30%+ attrition, and every replacement takes 6 months to ramp.

$50K
to replace + ramp
CUSTOMER CHURN RISK

Slow resolution stalls renewals

Unresolved P1s churn 2–3× more often. Expansion freezes.

2-3×
churn multiplier
ENGINEERING DRAG

Product roadmap gets robbed

1 in 5 senior eng hours absorbed by escalations.

20%
eng hours lost
AptEdge AI Product Suite

Resolve Tickets Autonomously

Deploy our autonomous AI agent to your help center or in-app widget. It resolves common issues instantly by understanding intent and generating accurate, conversational responses.

Explore Autonomous Resolution →
// Automated Ticket ResponseLive
1Ticket In
SSO login fails after DLP policy update
  • v4.2.1 · AuthModule
  • Acme · Tier 1 · P1
  • NullRef at line 284
  • "Can't log in since update"
2Investigating
Jira
SFDC
Confluence
AptEdge AI
Logs
GitHub
Slack
// Found
→ 12 similar in SFDC
→ PLAT-4521 · fixed v4.2.2
→ Workaround: disable assertStrict
3Resolved
Root cause
DLP assertStrict conflicts with SSO token validation
Fix
Set assertStrict: false → upgrade v4.2.2
✓ Auto-Respond
"Hi — we identified a DLP policy conflict. Set assertStrict to false as an immediate fix…"
6sources
10hops
47sresolved
Auto-Reply
From zero to AI in < 2 months
Land Phase
Expand Phase
Week 1

Connect

Auth into your existing tools with one click.

Week 2

Analyze

AI analyzes and structures your historical data.

Week 3

Train

Models fine-tune on your specific terminology.

Week 4

Deploy

Copilot goes live for your support engineers.

Week 6

Automate

Enable autonomous resolution for tier-1 tickets.

Week 8

Optimize

Continuous learning improves accuracy over time.

Why AptEdge Outperforms LLM-Only AI at Enterprise Scale

Agentic Reasoning + Structured Product Intelligence vs. Prompted LLMs

Reasoning Fidelity vs. Resolution Complexity (Support Workflows)

AptEdge AIAgentic + structured knowledge graphs
LLM + Generic RAGGeneral retrieval, no product or domain knowledge
Human BaselineNo ontology
Resolution fidelity (%)
0-1Simple how-to
1-2FAQ & deflection
3-4Known issue lookup
5-7Issue + configuration
6-7Multi-hop diagnosis
8-10Multi-product / version
12-12Full-stack escalation
Key Takeaways
Structured Product Intelligence Prevents the "Reasoning Cliff"
  • AptEdge's product/version ontology preserves reasoning fidelity as complexity increases, while LLM-only systems collapse beyond shallow queues.
Enterprise Support Requires 8-12 Reasoning Hops - Not 2-3
  • Real B2B support involves; Multiple products & versions
  • Environment-specific constraints, Historical ticket context, known bugs + workarounds. LLMs were never designed for this. AptEdge is.
Agentic Reasoning Beats Bigger Models

AptEdge eliminates model tier dependency by:

  • Deconstructing problems into parallel investigations
  • Verifying system's trusted knowledge base
  • Persisting resolution memory over time
  • Better outcomes at lower inference cost.
This Is Why AptEdge Replaces Copilots - Not Competes With Them

Copilots assist agents, AptEdge resolves issues.

Case study spotlight

AptEdge is transforming how we work, it's like having an always-on support engineer that enhances our team's speed, precision, and capacity to solve problems. The difference it's making is remarkable.
Read the case study

Trusted by the best

The future…is more like a ubiquitous support experience…You get the help you need just in time….

Steve Kennedy
VP of Customer Success, Sumo Logic

From my perspective, AptEdge helps me as a leader identify common cases far more efficiently than before just using Salesforce… We are more easily able to identify cases that could be caused by the same bug.

Chris Slaugh
VP of Global Customer Support, Cority

We have so many different support systems. It takes an engineer a long time to find which one has the solution they need.

Nina Nichols
VP, Global Customer Support, Tufin

Trust & compliance

Security is our foundation

We understand that your support data contains your most sensitive customer information. That's why security isn't a feature—it's the core of our architecture.

  • End-to-end encryption in transit and at rest
  • Single Sign-On (SSO) via SAML and OIDC
  • Regular third-party penetration testing
SOC2
Type II
HIPAA
Available
SSO
Enabled

Ecosystem

Plugs into your real workflow

Natively integrates with your existing stack—so answers, automations, and audit trails stay where your team already works.

  • Read & write across tickets, wikis, and chat
  • SSO-aware, least-privilege connector model
  • Composable—add systems as you grow
Live connectors
  • SfSalesforce
  • SNServiceNow
  • InIntercom
  • JiJira
  • CfConfluence
  • SlSlack
  • NoNotion
  • GhGitHub
Learn from the experts
Common questions
How long does it take to deploy AptEdge?
Most customers are fully deployed and seeing value within 7 to 14 days. Our platform connects to your existing tools via API, requiring zero engineering resources from your team. The AI models take a few days to index and learn your specific data before going live.
Does AptEdge use our data to train public models?
Absolutely not. Your data remains strictly yours. We use a Retrieval-Augmented Generation (RAG) architecture, meaning the AI only references your specific, secure data index when answering questions. Your data is never fed back into public foundational models.
What languages does the AI support?
AptEdge natively supports over 50 languages. It can analyze documentation in English and accurately answer a customer query in Japanese, automatically translating the context and the response in real-time.
How do you prevent AI hallucinations?
We prevent hallucinations through strict grounding. Every AI-generated response must be backed by a specific citation from your connected data sources. If the AI cannot find the answer in your documentation or past tickets, it is programmed to say "I don't know" rather than guess.
Can we customize the AI's tone of voice?
Yes. You can configure the AI's persona, tone, and formatting guidelines to perfectly match your brand voice—whether that's highly technical and formal, or casual and conversational.
Ready to transform your support?

Start your AI journey today

Join the world's fastest-growing B2B companies using AptEdge to deliver exceptional customer experiences at scale.