Investigation time
67%
of support resolution time is investigation, not fixing
Support-Driven, 2024 analysis of 18,000 escalation tickets
4.2 hrs
median time to root cause on technical tickets at mid-market SaaS
Support-Driven, 2024
45 min
per-ticket investigation time before Altor deployment (Portkey)
Altor customer data · Portkey AI case study
2 min
per-ticket investigation time after Altor deployment (Portkey)
Altor customer data · Portkey AI, 200+ tickets in production
| Company type | Median time to root cause | Primary bottleneck |
|---|---|---|
| Mid-market SaaS (100-500 employees) | 3-5 hours | Manual log queries across 3-6 systems |
| Enterprise B2B (500+ employees) | 2-8 hours | System access fragmentation, ticket handoff latency |
| Developer tools / API-first | 45-90 minutes | Cross-system correlation (ClickHouse + Linear + billing) |
| Teams with automated investigation | 2-8 minutes | Edge cases requiring human judgment |
Sources: Support-Driven 2024, Zendesk 2025 CX Benchmark, Altor customer data (marked above)
Escalation rates
400+
tickets per week handled by the average US SaaS support team in 2025
Zendesk 2025 CX Benchmark
22%
of technical tickets escalated to engineering at mid-market SaaS
Support-Driven benchmark, 2024
58%
MTTR reduction from automated log correlation (Netlify case study)
Netlify engineering blog, 2024
30-40%
MTTR reduction in 90 days for teams automating top 3-5 ticket categories
Altor observation · composite across customer deployments
Cost of manual investigation
$120/hr
loaded cost of a US support/backend engineer in 2026 (base + benefits + overhead)
Levels.fyi, Bureau of Labor Statistics 2025
$180-250K
total first-year cost of a senior AI engineer hire in the US (2026)
Levels.fyi 2025, internal Altor recruiting data
$156K
annual investigation cost for a team with 200 monthly escalations at 45 min avg
Altor calculation · 200 × 12 × 0.75hrs × $120/hr
67%
of enterprise AI projects fail to reach production
McKinsey AI Report 2025, IBM Institute for Business Value
| Monthly escalations | Avg investigation (min) | Annual engineer cost | Annual cost at $120/hr |
|---|---|---|---|
| 50 | 45 | $120/hr | $27,000 |
| 100 | 45 | $120/hr | $54,000 |
| 200 | 45 | $120/hr | $108,000 |
| 500 | 45 | $120/hr | $270,000 |
| 200 | 120 | $150/hr | $720,000 |
Use our free MTTR ROI Calculator to enter your exact numbers.
AI automation ROI benchmarks
14 days
Altor median time from kickoff to first live AI investigation in production
Altor customer data · across all deployments 2025-2026
200+
tickets diagnosed in production by Altor at Portkey AI
Altor customer data · Portkey AI case study
6
production systems connected in Portkey deployment (ClickHouse, Linear, Stripe, GitHub, Datadog, Slack)
Altor customer data
<90 days
typical payback period for teams with 200+ monthly technical escalations
Altor estimate · based on investigation cost vs engagement pricing
Methodology note
Data points marked Altor customer data are drawn from Altor's production deployments with customer permission. All other data points link to publicly available sources. We do not fabricate or project statistics - each number is from a named source or a transparently labeled calculation. If you spot an error or want to share your own benchmark data, contact anshul@altorlab.com.
See where your team benchmarks
Use the MTTR ROI Calculator to enter your specific numbers. Or bring one real escalation to the demo - we will map the investigation time against these benchmarks live.
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