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Best Incident Management Software (2026)

May 18, 2026
Molisha Shah
Molisha Shah
Best Incident Management Software (2026)

The best incident management software for most engineering teams in 2026 is incident.io for Slack-native organizations, Rootly for automation-heavy SRE teams, and PagerDuty for large enterprises requiring broad integration support.

TL;DR

Opsgenie's wind-down, the Grafana OnCall OSS archival, and the FireHydrant acquisition reshaped the 2026 market. Atlassian stopped new Opsgenie sales on June 4, 2025, and end of support is set for April 5, 2027. I compared incident management platforms across pricing, alerting, Slack integration, postmortem automation, and on-call scheduling to identify strong options for replacements and first-time buyers.

Why the 2026 Incident Management Market Looks Different

If you evaluated incident management tools even 18 months ago, your shortlist is outdated. Three shifts explain why:

  • Atlassian stopped new Opsgenie sales on June 4, 2025, with end of support set for April 5, 2027.
  • Grafana OnCall OSS was archived on March 24, 2026.
  • Freshworks closed its $88.7 million acquisition of FireHydrant on January 1, 2026, following the December 2025 announcement.

These changes are reshaping how teams think about replacement options across vendors. Nearly every tool now gates at least one feature you'd expect in the base price behind an add-on or higher tier, which makes sticker-price comparisons misleading. For this evaluation, I focused on feature-complete cost, alert quality, Slack integration depth, postmortem automation, and on-call scheduling, using the Google SRE Book and SRE Workbook emphasis on writing postmortems as the baseline for evaluating every tool below.

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What I Evaluated (and How)

I prioritized eight criteria grounded in the Google incident guide, ranked by operational impact:

PriorityCriterionWhy It Matters
1Alert quality and noise reductionNoisy alerts cause burnout; Google recommends tuning alerts toward a 1:1 alert-to-incident ratio
2Escalation policy flexibilityPer-service, per-severity routing prevents a dev service P3 from following the same path as a payment service P1
3On-call scheduling fairnessLoad visibility over time prevents invisible imbalance
4Integration depthContextual alerts (metric graphs, deploy diffs) vs. bare notifications
5Incident workflow structureAuto-created channels, role assignment, living timelines
6Post-incident analysisAuto-captured timelines vs. manual reconstruction from Slack scrollback
7AI and automationTreated with calibrated skepticism (see AI section below)
8Total cost of ownershipFeature-complete pricing, not sticker price

The alert quality criterion draws on Google's being on-call guidance, which argues that noisy paging is the primary driver of on-call burnout.

I cross-referenced industry publications and official vendor documentation, then compared how each platform handles the same core workflows I care about during an incident: escalation, channel creation, timeline capture, postmortem handoff, and the real price once add-ons are included. Where a vendor cited MTTR percentage improvements without a named primary source, I flagged those claims for follow-up rather than treating them as validated outcomes.

The 10 Best Incident Management Platforms for 2026

The shortlist below covers Slack-native platforms, automation-heavy SRE tooling, enterprise orchestration layers, EU-hosted options, and bundled monitoring-plus-incident products. Each entry includes starting price, where it stands out in my testing, a limitation worth knowing before signing a contract, and the team profile it fits best.

1. Incident.io: Best for Slack-Native Teams

Starting price: Free (Basic); Team at $15/user/month billed annually ($19/user/month billed monthly); Team on-call add-on +$10/user/month annual ($12/user/month monthly); Pro on-call add-on +$20/user/month, per the incident.io pricing page.

G2 rating: 4.8/5 with a Highest Performer mention in the G2 Incident Management category (review counts shift; verify at time of reading).

Incident.io runs the full incident lifecycle inside Slack, from declaration through postmortem, without requiring responders to open a separate web app.

In my evaluation, the practical difference compared with more web-first tools showed up across the full workflow I tested: declaration, channel coordination, timeline capture, and postmortem handoff all stayed in Slack, which reduced context switching during response.

Where it stands out: AI-generated postmortems from auto-captured timelines.

When I compared post-incident workflows across the category, incident.io reduced the amount of manual reconstruction after the incident because timelines, summaries, and response actions were already captured in Slack. That mattered most for Slack-first teams using the Pro tier, where AI postmortems, summaries, and chat assistance are included at $25/user/month rather than sold as a separate monthly platform add-on.

Limitation to know: On-call scheduling is a separate paid add-on. A 20-user team on Team + Team on-call (both billed annually) comes to roughly $500/month at $15 + $10 per user, while the same configuration billed monthly runs closer to $620/month at $19 + $12 per user. Pro + Pro on-call lands at $45/user/month all-in. Either way, the effective cost lands materially above the advertised $15/user/month starting point.

Best fit: 20-200+ engineers; Slack-first teams wanting unified on-call, response, status pages, and postmortems in one platform.

2. Rootly: Best for Workflow Automation

Starting price: $20/user/month (IR Essentials); $20/user/month (On-Call Essentials, sold as a separate product) on the Rootly pricing page.

Review context: Rootly is included in G2's incident management research coverage.

Rootly's no-code workflow engine with Liquid variable scripting gave me the most configurable branching and multi-step automation in this category across the workflows I compared.

Rootly handled conditional logic more effectively than the other platforms in this roundup because the Liquid variable model lets teams pass incident context through multiple automated steps, going beyond the simpler trigger-action flows in competing products.

Where it stands out: AI RCA with visible reasoning chains. In my review, that transparency was a meaningful distinction because most competing tools present a recommendation without showing much of the path behind it. The Slack bot also reduces manual coordination during incidents.

Limitation to know: Integration catalog is thinner than competitors. Modular pricing ($20 IR + $20 On-Call = $40/user effective) adds up, doubling the advertised per-product starting price once a team needs both incident response and on-call. Startup discounts apply for companies under 100 employees, <$50M raised, and <5 years old.

Best fit: Startup to enterprise SRE teams prioritizing workflow automation; teams migrating from PagerDuty or Opsgenie with extensive automation needs.

3. PagerDuty: Best for Enterprise Scale and Integration Breadth

Starting price: $21/user/month (Professional, annual); $41/user/month (Business, annual) on the PagerDuty pricing page.

Gartner Peer Insights: 4.3/5 overall with Product Capabilities at 4.6/5 on the Gartner PagerDuty page.

PagerDuty has the most mature alerting and routing engine in this category.

With 750+ platform integrations on the PagerDuty integrations page and FedRAMP-Low authorization achieved in March 2025, PagerDuty has the broadest enterprise package in this comparison.

In my comparison work, PagerDuty remained the platform I trusted most for complex routing and integration breadth, though it was also the platform where sticker price diverged most sharply from feature-complete cost because key noise-reduction and AI features sit outside the base plan.

Limitation to know: Cost escalation from add-on stacking. Intelligent alert grouping, a feature aimed at reducing on-call burnout, is part of PagerDuty's AIOps add-on, which starts at $699/month. PagerDuty Advance (GenAI) starts at $415/month and is not available for month-to-month customers. A 20-user team on Professional costs about $420/month, then rises to about $1,119/month with AIOps before adding PagerDuty Advance. Pricing documentation can also be difficult to parse.

Best fit: Large enterprises; teams requiring broad integration coverage, FedRAMP compliance, or complex event orchestration across large engineering organizations.

4. Squadcast (SolarWinds IT Incident Response): Best Budget Option with SLO Tracking

Starting price: $15/user/month (Pro, billed annually; monthly billing is closer to $20/user/month).

G2 rating: 4.4/5 on the Squadcast reviews page (verify review count at time of reading).

Squadcast's Premium tier is materially cheaper than PagerDuty Professional and includes SLO tracking and error budget management, while the Pro tier does not include these features.

Where it stands out: No minimum seat commitment on Enterprise tier. In my pricing review, Squadcast bundled on-call, incident response, SLO tracking, and status pages together at a lower entry price than most vendors here, which reduced the immediate need for add-on decisions.

Limitation to know: No SCIM integration. Mobile app UX and schedule readability with many rotas are documented friction points. Post-acquisition roadmap direction is unclear.

Best fit: Small-to-mid-size SRE teams (under 50 engineers) wanting the lowest per-user cost with SLO tracking included.

5. Better Stack: Best for Startups Wanting Monitoring + Incidents in One Product

Starting price: Free (10 monitors); $29/responder/month (annual, Responder license) on the Better Stack pricing page.

G2 rating: 4.8/5 on the Better Stack reviews page (verify review count at time of reading).

Better Stack combines uptime monitoring, synthetic monitoring, log management, on-call scheduling, and status pages in a single product.

In my review, that packaging made the most sense for startups and small teams because incidents can start from native monitoring without an alert-forwarding step from a separate observability stack. Review mix and product packaging both point to a startup and small-team sweet spot. EU data residency is on by default with SOC 2 Type II and GDPR compliance.

Where it stands out: Native monitoring means incidents auto-generate from detected failures, removing the alert-forwarding step.

Limitation to know: Slack/Teams channel-per-incident workflows require a separate $9/responder/month add-on on top of the $29 base. For support questions, Better Stack directs users to hello@betterstack.com, and its site also lists a phone number for certain account setup tasks. TOTP-only 2FA with no WebAuthn/YubiKey support. Incident management features are shallower than dedicated platforms like incident.io or Rootly.

Best fit: Early-stage startups and small teams wanting to reduce vendor count; European teams valuing EU data residency by default.

6. ilert: Best for EU Data Residency and Regulated Industries

Starting price: Free (5 users, includes SMS/voice); Pro $19/user/month; Scale $39/user/month on the ilert pricing page.

ilert is ISO 27001 certified with Germany-based hosting and EU data residency by default, a product-level feature available without enterprise negotiation.

For teams subject to DORA regulations, ilert offers a dedicated compliance package with RTO ≤60 minutes, RPO ≤15 minutes, 24×7 monitoring, and incident notice ≤4 hours.

Where it stands out: Telegram notification channel. In my comparison, ilert stood out for regulated and EU-based teams because hosting and compliance details are built into the product positioning from the start. The free plan includes SMS and voice notifications, while most competitors gate those behind paid tiers.

ilert also ships AI features such as Voice Agent for call routing and AI-assisted schedule creation, though plan-specific availability is not clearly stated on the pricing pages.

Limitation to know: AI noise reduction requires a higher tier. Status pages are add-ons at every tier. Independent English-language review coverage is thinner than for some larger competitors.

Best fit: EU-based engineering teams with GDPR/data residency requirements; regulated industries needing DORA compliance; Opsgenie migrants in European markets.

7. FireHydrant (Freshworks): Best for Runbook-Driven Response

Starting price: Free (10 responders); Pro at $25/responder/month annual on the FireHydrant pricing page. FireHydrant has stated that existing accounts, pricing, and support continue unchanged following the Freshworks close; confirm any new tiering directly with the vendor.

⚠️ Acquisition context: Freshworks closed its $88.7 million acquisition of FireHydrant on January 1, 2026, per Freshworks' Q1 2026 10-Q filing. FireHydrant now sits inside the Freshservice product portfolio, with deeper integration planned through 2026.

FireHydrant's service catalog with dependency mapping as a response foundation is the most structured runbook-oriented model in this roundup.

In my review, that structure made FireHydrant strongest when teams already think in services, dependencies, and formal runbooks, with less ad hoc channel coordination than other tools.

Limitation to know: AI features such as summaries, triage, and retrospectives are available through FireHydrant's AI tooling and can be enabled organization-wide in settings rather than reserved for Enterprise only. The Freshworks acquisition introduces roadmap uncertainty for SRE-focused use cases. Steeper configuration curve for service catalog setup.

Best fit: Teams already in the Freshworks ecosystem, or large engineering orgs needing compliance-friendly runbook automation.

8. Grafana Cloud IRM: Best for Grafana-Native Teams

Starting price: Free (3 users); approximately $20/user/month + $19/month platform fee.

⚠️ Grafana OnCall OSS was archived on March 24, 2026. Grafana IRM is cloud-only and available through Grafana Cloud, including the free tier.

For teams already running Grafana Cloud for observability, Grafana Cloud IRM removes a separate on-call vendor and adds about $20/user/month plus a $19/month platform fee. In my comparison, the product fit best when a team was already committed to Grafana Cloud because the value came from consolidating incident response into an existing observability spend. Teams looking for Slack-native workflow depth or strong status-page coverage will find better options elsewhere.

Limitation to know: Slack integration is notifications only, with no native Slack workflow. No status pages. Cost scaling can become unpredictable when trace and log ingestion rates spike.

Best fit: Teams already invested in Grafana Cloud who want to consolidate their on-call tooling.

9. xMatters (Everbridge): Best for Enterprise Orchestration

Starting price: $9/user/month (Starter); Advanced pricing requires sales contact on the xMatters DevOps/SRE page.

G2 rating: 4.5/5 with recognition in G2's Spring 2026 IT alerting software list (verify review count at time of reading).

xMatters is an orchestration layer that connects existing ITSM and DevOps tools via Flow Designer, a no-code workflow builder.

In my review, xMatters made the most sense as a coordination layer for enterprises that already have major systems in place and want to orchestrate them as-is. Stakeholder licensing and playbooks are included in the Base tier rather than gated behind Enterprise.

Limitation to know: Advanced pricing is not publicly disclosed. Learning curve is consistently noted across sources. No Slack-native incident bot. No auto-update status page incidents.

Best fit: Large enterprises (50+ users) with existing ServiceNow, Splunk, or Dynatrace investments needing a coordination layer.

10. Datadog On-Call: Best for Datadog-Native Teams

Starting price: On-Call is billed separately from the Datadog platform, with per-seat, per-month pricing.

Datadog On-Call integrates monitoring, paging, and incident response automation directly on the Datadog platform. In my comparison, the appeal is straightforward: teams already standardized on Datadog get metric graphs and service ownership data at page time without buying a separate product category.

Limitation to know: Requires an existing Datadog observability subscription. Datadog On-Call is not sold as a standalone product.

Best fit: Teams already on Datadog wanting to eliminate a separate on-call vendor.

Pricing Comparison: 20-User Team Monthly Cost

Every vendor in this category gates at least one feature behind an add-on. I calculated feature-complete costs for a 20-user team rather than relying on advertised per-user starting prices. Figures below assume annual billing unless noted.

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PlatformConfigMonthly (20 users)On-Call Included?Key Add-On Cost
PagerDuty ProfessionalOn-call included$420AIOps: +$699/mo; GenAI: +$415/mo
PagerDuty BusinessOn-call includedCustom pricing (third-party sources often cite about $41/user/month, or about $820/month for 20 users before add-ons)Add-ons such as AIOps and PagerDuty Advance are available
Incident.io Team + Team on-call (annual)On-call add-on~$500 ($620 on monthly billing)➕ +$10/user/mo annualStatus pages included; Pro + Pro on-call lands at $45/user/mo all-in
Rootly IR + On-Call EssentialsSeparate productsRootly's pricing appears to vary by product and contract, with On-Call available as a standalone or bundled offering.➕ SeparateContact sales
FireHydrant Pro$25/responder/month annual per FireHydrant; existing accounts and pricing unchanged post-closeNot verifiedOn-call inclusion not explicitly confirmed on the pricing pageAI features available org-wide, not Enterprise-only
Squadcast ProEverything bundled~$300/mo annual ($15/user × 20) / ~$400/mo monthly ($20/user × 20)SLO tracking not included
Better Stack Responder + Slack add-onMonitoring included~$760Slack/Teams incident management add-on: +$9/user/mo
ilert Pro + status pageSMS/voice included~$395AI grouping pricing/tier availability not clearly stated
Grafana Cloud IRMRequires Grafana Cloud~$359Platform fee: +$19/mo

Sources: Official vendor pricing pages linked in individual reviews above. Squadcast and Grafana Cloud IRM both publish standard pricing publicly; buyers may still want to confirm current rates and any enterprise discounts directly before procurement.

Best PagerDuty Alternatives

Teams choose alternatives to PagerDuty for different reasons, and the right replacement depends on which pain point is driving the search. Common complaints in review data include alert issues, expense, complexity, inefficient alerting, and a complex UI.

The core structural problem is add-on stacking. In my pricing analysis, PagerDuty's base plan looked reasonable until I included production-oriented features such as noise reduction, which PagerDuty sells through its AIOps offering separately from the base plan. Adding the AIOps add-on increases the overall monthly cost for teams using PagerDuty Incident Management. Here's how the alternatives map to specific PagerDuty pain points:

PagerDuty Pain PointBest AlternativeWhy
Add-on cost for AI featuresIncident.io (Pro)$25/user/mo base for incident response; Pro on-call adds +$20/user/mo for $45/user/mo all-in, with AI postmortems included in Pro.
Inflexible workflow automationRootlyLiquid variable scripting
High per-user costSquadcastLower per-user entry pricing with SLO tracking bundled
Dated UI, web-first coordinationIncident.ioFull Slack lifecycle
EU data residencyilertISO 27001 certified, DORA-aligned support, EU hosting by default
Need monitoring + on-call in one productBetter StackNative monitoring; EU data residency
Already on Grafana CloudGrafana Cloud IRMNative integration with Grafana Cloud; add-on pricing with per-active-user billing for Grafana users

If you need FedRAMP authorization and have an enterprise procurement process already aligned to PagerDuty's contract structure, PagerDuty remains the pragmatic choice. The alternatives above each win on specific dimensions for teams with those particular constraints.

Explore how Cosmos runs incident response, code review, and PR author agents from a shared knowledge base.

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ci-pipeline
···
$ cat build.log | auggie --print --quiet \
"Summarize the failure"
Build failed due to missing dependency 'lodash'
in src/utils/helpers.ts:42
Fix: npm install lodash @types/lodash

Best Opsgenie Alternatives

The Atlassian Opsgenie EOL notice confirms the product is being discontinued. Atlassian stopped new Opsgenie sales on June 4, 2025, REST APIs will continue to work until April 5, 2027, and unmigrated data will be permanently deleted when Opsgenie is switched off or after end of support. Atlassian's migration documentation advises teams to start early.

If you haven't started, start now.

A migration constraint most guides miss: During JSM migration, operational restrictions may apply depending on the migration path. In my review of the migration path, that lockout was one of the most operationally important details because it affects incident readiness during the transition itself. Plan your migration window around this lockout carefully.

Atlassian's Official Path: JSM + Compass

Atlassian directs customers to Jira Service Management for alerting and on-call, plus Atlassian Compass for service catalog.

This path preserves native Atlassian integration. JSM migration is Cloud-to-Cloud only.

The friction point: JSM is an ITSM platform first, with SRE workflows layered on top. In my evaluation, that orientation showed up in the interface and workflow assumptions because on-call configuration sits inside broader service management settings, far from the center of the product. Engineering teams that primarily need incident response can find the ITSM-first navigation slower to operate during a live page.

If You're Migrating Off Opsgenie, Here's My Recommendation by Scenario

Migration paths vary based on existing tooling investments, team workflow preferences, and regulatory requirements. The table below maps common scenarios to the alternative that fits each situation, with migration notes drawn from vendor documentation.

Your SituationBest AlternativeMigration Notes
Already licensed for JSM; team uses ITSM workflowsJSM + CompassOfficial migration wizard at Settings > Migrate Opsgenie
Slack-first team; want lifecycle in SlackIncident.ioOpsgenie catalog import pulls schedules, services, teams, users automatically
Complex automation to replicate or exceedRootlyMigration support available
EU data residency requiredilertEU hosting by default with ISO 27001 and DORA-aligned support
Lowest cost is a primary driverSquadcastPro starts at $15/user/mo annual; Opsgenie migration support is documented
Already on Grafana CloudGrafana Cloud IRMJira integration available; not Atlassian-native

Every alternative listed here offers Jira integrations via API or webhooks. JSM provides the most native Atlassian integration of the tools listed. If deep Jira/Confluence integration is a hard requirement and your team tolerates ITSM UX, JSM is the right call despite the friction.

AI in Incident Management: Calibrate Your Expectations

Before reviewing vendor AI claims, anchor to one practical point: AI tools in incident response are most credible when they summarize and structure incident data the platform already captured, and least credible when they claim autonomous root cause analysis.

AI assistance is most useful when it reduces cognitive load by proposing hypotheses, drafting queries, and curating relevant context. AI narrows the search space while humans make judgment calls. The same calibration applies to the broader category of AI agent observability tools, where the strongest products structure existing telemetry without claiming end-to-end autonomy.

Augment Cosmos, the unified cloud agents platform now in public preview, takes a different angle on this problem. Cosmos coordinates specialized agents across triage, code review, PR authoring, and retrospective, with shared context and memory that persist across sessions. Reference agents that ship with Cosmos include Deep Code Review, PR Author, E2E Testing, and Incident Response: Triage and Resolve.

The most supported AI use case in this 2026 set: AI-generated postmortems from auto-captured timelines. In my review, that use case had the strongest vendor-to-vendor support because it operates on information the platform already captured during the incident, and the table below shows availability across multiple products and tiers. Autonomous root cause analysis, the most heavily marketed capability, had the weakest support.

PlatformAI PostmortemsAI RCAAI Noise ReductionPricing
Incident.io✅ (Pro)✅ AI SREAvailable as part of on-call product$25/user/mo (Pro) + $20/user/mo Pro on-call add-on
PagerDuty✅ SRE AgentAIOps add-on; some alert grouping on certain plans$415+/mo (Advance) + $699+/mo (AIOps)
Rootly✅ Auto-generated summaries and retrospectives✅ Confidence scores + reasoning chainsRule-based groupingAI SRE: separate product
FireHydrant✅ (available org-wide in settings)✅ (available org-wide in settings)AvailableBundled with FireHydrant plans; tiering may shift post-acquisition

When evaluating AI claims during a proof-of-concept, require demonstrations using your actual telemetry data in your environment, with no vendor-prepared demo as a substitute. For auto-remediation claims, require documentation of guardrails, approval steps, and blast radius if the automated action is incorrect.

See how Cosmos gives every agent shared tenant memory, so corrections from one incident compound into better triage on the next one. Try Cosmos →

Scenario-Based Selection Guide

The criteria, pricing, and AI sections above each capture one dimension of the decision. The table below combines them into a single view by team profile, so you can move from "what matters" to "which tool" in one step.

Team ProfileMy RecommendationPrimary Evidence
5-20 engineers, startupBetter Stack or SquadcastBetter Stack offers a native monitoring + on-call bundle, and both tools have relatively low-cost entry pricing for small teams
20-100 engineers, Slack-firstIncident.ioStrong G2 reviews; full Slack lifecycle; AI postmortems in Pro
20-100 engineers, automation-heavy SRERootlyLiquid scripting
100+ engineers, Fortune 500PagerDuty750+ integrations; FedRAMP-Low; enterprise contracts
EU-regulated industryilertISO 27001; DORA package; EU data residency by default
Freshworks/ITSM ecosystemFireHydrantService catalog + runbooks; documented Freshservice integration with additional deeper integration planned post‑acquisition
Grafana Cloud stackGrafana Cloud IRMNative integration with Prometheus Alertmanager; pricing includes some IRM usage for existing Grafana Cloud Pro users, with additional per-user charges beyond the allocation
50+ users, ServiceNow/Splunk investmentxMattersFlow Designer orchestration
Datadog stackDatadog On-CallNative metric context at page time; eliminates separate vendor

Match Your Incident Workflow to Your Development Workflow

The incident management category is converging, and the buying decision remains an operational one driven by how your team actually responds. Choose the tool that matches how your team already responds under pressure. Calculate the feature-complete price for your headcount and required capabilities, then run a proof-of-concept with your actual observability stack. Test escalation policies by deliberately missing an acknowledgment and generate a postmortem from a real incident. In my evaluation, the strongest tools reduced coordination overhead during the incident and cleanup overhead after it.

Coordinate Agents Across the Full Incident Lifecycle With Cosmos

Picking a paging tool solves one part of the problem. The harder problem is that incident response, code review, and postmortem still live in separate tools, with knowledge trapped inside whichever engineer happened to be on-call.

Cosmos is the unified cloud agents platform with shared context and memory that compounds across the team and the software development lifecycle. Reference agents for Deep Code Review, PR Author, E2E Testing, and Incident Response let humans steer at three checkpoints (prioritization, spec review, deep code review) while agents handle the work in between.

What this means for your team:

  • One platform across the lifecycle: Triage, code review, PR authoring, and retrospective agents share the same context
  • Shared tenant memory: Patterns and corrections from one incident carry forward to the next
  • Model-agnostic (BYOK): Use Anthropic, OpenAI, Bedrock, Vertex, or open-source models without lock-in
  • SOC 2 Type 2 and ISO 42001: Compliance built into the platform from day one
  • Runs anywhere: Laptops, dev VMs, Augment Cloud, with your cloud coming soon

See how Cosmos coordinates agents across your full incident lifecycle.

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Written by

Molisha Shah

Molisha Shah

GTM

Molisha is an early GTM and Customer Champion at Augment Code, where she focuses on helping developers understand and adopt modern AI coding practices. She writes about clean code principles, agentic development environments, and how teams are restructuring their workflows around AI agents. She holds a degree in Business and Cognitive Science from UC Berkeley.


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