Part of Earnest Ventures

Predictive Reliability for the Agentic Era

We protect the scale and sanity of your technical infrastructure. From traditional cloud-native stacks to complex AI-agentic swarms, we ensure 99.99% uptime so your team can focus on growth.

99.99%
Uptime Target
80%
MTTR Reduction
208x
Deploy Frequency
60%
Incident Reduction

DevDemand builds the future. We make sure it stays online.

As the operations arm of Earnest Ventures, we specialize in the unique failure modes of the agentic era. We don't just monitor servers—we govern the reliability of your AI agents.

AI-Native Services

Services for the 2026 SRE Stack

From LLMOps monitoring to autonomous incident response—we cover the full spectrum of modern reliability.

Autonomous Incident Ops
AI-SRE copilots that slash MTTR by 80%. Shadow agents triage and remediate issues before humans are paged.
AI Observability
Track faithfulness, relevance, and drift in your LLM workflows. Monitor for hallucination rates and token-cost spikes.
Observability as Code
Standardize telemetry with OpenTelemetry-native pipelines. Manage reliability via the same CI/CD pipelines you use to ship features.
Maturity Roadmaps
Shift from firefighting to predictive growth. Get a prioritized plan with quick wins and 90-day milestones.
Agentic Guardrails
Prevent runaway costs and reputation-damaging hallucinations with AI-specific guardrails and monitoring.
Platform Engineering
Zero-downtime releases, canary deployments, and infrastructure as code for modern cloud-native stacks.

Traditional SRE vs. Agentic Reliability

In 2026, uptime is the baseline—predictive resilience is the competitive edge.

Server uptime metrics
User journey success rates
Manual alert response
AI-powered incident triage
Reactive firefighting
Predictive reliability
CPU/RAM monitoring
LLM hallucination tracking
Manual runbooks
Automated remediation
Config drift
Observability as Code

What Does Downtime Cost You?

Use your own numbers to see what a lack of SRE practices might be costing your business.

Your Business Details
Enter your numbers for a custom calculation

Industry average: 87 minutes/month

Estimated Annual Impact
Based on Gartner research
Direct revenue loss$27,397.26
Total business impact (3x)$82,191.781
Total Annual Cost$82,191.781
Potential savings with SRE: $49,315.068/year
Based on DORA research: 60% reduction in incidents
Get Your Free Assessment
2-Minute Self Check

SRE Maturity Assessment

Get a quick sense of where you stand. For a comprehensive analysis, take the full assessment.

We define SLIs/SLOs and use error budgets to guide work
Selected: Sometimes
We have actionable logs, metrics, and traces with useful alerts
Selected: Sometimes
We handle incidents quickly with playbooks and blameless reviews
Selected: Sometimes
We deploy frequently with safe rollbacks/canaries and solid CI/CD
Selected: Sometimes
Reliability is shared across teams with clear ownership
Selected: Sometimes
Your Score
3.0
out of 5
Maturity LevelScaling

This quick check gives you a rough baseline. For a detailed analysis with actionable recommendations, take the full assessment.

Take Full Assessment

How We Work

A lightweight, outcome-driven approach designed for modern engineering teams.

01

Discovery

Align on goals, constraints, and current state

02

Assess

Baseline maturity across people, process, and platform

03

Plan

Actionable roadmap with quick wins and milestones

04

Execute

Implement changes, enable teams, automate

05

Evolve

Measure outcomes and continuously improve

Proven at Scale

Applying the same principles that scale the world's largest platforms to the unique challenges of modern agentic workflows.

Netflix
Result
99.99% availability while reducing infrastructure costs by 30%
Approach
Chaos engineering and SLO-based monitoring
Source: Netflix Tech Blog
Spotify
Result
1000x increase in deployment frequency, MTTR from hours to minutes
Approach
Automated deployment pipelines with comprehensive monitoring
Source: Spotify Engineering
Shopify
Result
Successfully handled 3x traffic growth during Black Friday
Approach
Shifted from server uptime to customer transaction success metrics
Source: Shopify Engineering

DORA State of DevOps Research

High-performing vs low-performing organizations

208x
More frequent deployments
106x
Faster lead time
7x
Lower change failure rate
2,604x
Faster recovery time

Transparent Pricing

Pick the engagement that matches your current needs—assessment, fractional SRE, or a focused project.

Assessment
Recommended
$7,500
Deep-dive maturity assessment and actionable roadmap.
  • Maturity baseline
  • Gap analysis
  • Prioritized roadmap
  • Executive readout
Start Assessment
Fractional SRE — Starter
$5,000/mo
Part-time guidance and enablement for smaller teams.
  • Weekly cadence
  • Roadmap delivery
  • Coaching & enablement
  • Leadership updates
Book Intro
Fractional SRE — Growth
$8,500/mo
Hands-on execution and acceleration for growing teams.
  • Ownership & OKRs
  • Runbooks & drills
  • SLOs & alert tuning
  • Release hardening
Book Intro
Project Engagement
from $18,000
Scoped delivery to move key metrics fast.
  • Observability setup
  • Incident response
  • CI/CD hardening
  • Cost optimization
Book Intro

Frequently Asked Questions

How do you work with our team?

We embed remotely, meet weekly, and coordinate via your tools. We focus on enablement—leaving you stronger, not dependent.

Do we need to use a specific stack?

No. We've worked across AWS, GCP, Azure; Kubernetes, serverless, monoliths; and common observability stacks like Sentry and Grafana.

What's the typical timeline?

Assessments take 2 weeks. Projects range from 4-12 weeks. Fractional engagements are month-to-month with quarterly goals.

Can you help with AI/LLM observability?

Absolutely. We specialize in the unique failure modes of agentic systems—hallucination tracking, token cost monitoring, and AI-specific guardrails.

Start Your Assessment

Share a few details and we'll reach out within 48 hours to discuss your reliability challenges.

$5,600
Avg. cost per minute of downtime
Source: Gartner
80%
MTTR reduction with AI-SRE
Source: Industry research
Book a Free Consultation
We'll review your stack and propose next steps.