PagerDuty

On-Call Rotation and Incident Lifecycle Setup→ incident.io

On-Call Rotation and Incident Lifecycle Setup→ incident.io

On-Call Rotation and Incident Lifecycle Setup→ incident.io

✓ Scenarios Won (1)

Service Catalog for 50 Microservices📖 Developer Portal

✗ Scenarios Lost (12)

Migrate from Backstage to Managed Portal→ lost to OpsLevel

On-Call Rotation and Incident Lifecycle Setup→ lost to incident.io

Migrate from Backstage to Managed Portal→ lost to OpsLevel

On-Call Rotation and Incident Lifecycle Setup→ lost to incident.io

Service Catalog for 50 Microservices→ lost to Backstage

Migrate from Backstage to Managed Portal→ lost to Cortex

On-Call Rotation and Incident Lifecycle Setup→ lost to incident.io

Error Tracking for Next.js App Router→ lost to Sentry

🎯 Actionable Recommendations

Prioritized by estimated impact on AI recommendation ranking • Based on 34 benchmark responses

Address "slack native workflow" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "slack native workflow" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

slack native workflow

Address "datadog sentry integration" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "datadog sentry integration" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

datadog sentry integration

Address "escalation policy" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "escalation policy" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

escalation policy

Address "status page" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "status page" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

status page

Address "budget 500mo" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "budget 500mo" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

budget 500mo

Show 16 more recommendations

Address "nextjs app router" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "nextjs app router" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

nextjs app router

Address "source maps" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "source maps" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

source maps

Address "session replay" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "session replay" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

session replay

Address "slack pagerduty alerts" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "slack pagerduty alerts" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

slack pagerduty alerts

Address "budget 30mo" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "budget 30mo" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

budget 30mo

Address "migrate from backstage" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "migrate from backstage" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

migrate from backstage

Address "managed saas" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "managed saas" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

managed saas

Address "import existing catalog" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "import existing catalog" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

import existing catalog

Address "scorecards" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "scorecards" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

scorecards

Address "no dedicated platform team" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "no dedicated platform team" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

no dedicated platform team

On-Call Rotation and Incident Lifecycle Setup On-Call Rotation and Incident Lifecycle Setup On-Call Rotation and Incident Lifecycle Setup On-Call Rotation and Incident Lifecycle Setup

Improve 0% win rate in error monitoring

MEDIUM

You're mentioned in 8 error monitoring scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.

Close gap with incident-io (4 losses)

MEDIUM

incident-io beats you in 4 head-to-head scenarios. Their advantage: addressing escalation policy, status page.

Evidence

escalation policystatus page

Error Tracking for Next.js App Router Error Tracking for Next.js App Router Error Tracking for Next.js App Router Error Tracking for Next.js App Router

Close gap with sentry (4 losses)

MEDIUM

sentry beats you in 4 head-to-head scenarios. Their advantage: addressing source maps, session replay.

Evidence

source mapssession replay

Migrate from Backstage to Managed Portal Migrate from Backstage to Managed Portal

Improve 0% win rate in observability

MEDIUM

You're mentioned in 4 observability scenarios but only win 0. Analyze the constraints in losing scenarios for targeted improvements.

Expand into 3 new categories

LOW

You have zero presence in database, agent dev, ci cd. These categories have active benchmark prompts where competitors are being selected.

Close gap with opslevel (2 losses)

LOW

opslevel beats you in 2 head-to-head scenarios. Their advantage: addressing import existing catalog, scorecards.

Evidence

import existing catalogscorecards

vs OpsLevel

AI-Readiness Score

How well your documentation and SDK help AI assistants recommend and implement your tool

Grade: D

out of 100

Implementation Rate(30%)0/100

How often AI writes code after recommending

Win Rate(20%)3/100

How often selected as primary choice

Constraint Coverage(20%)2/100

% of prompt constraints addressed

Gotcha Avoidance(15%)100/100

Fewer gotchas = more AI-friendly

Cross-Platform(15%)30/100

Consistency across assistants

✓ Constraints Addressed

github integration1×

pagerduty integration1×

incremental adoption1×

✗ Constraints When Vendor Lost

Constraints in prompts where this vendor was mentioned but a competitor was chosen

migrate from backstage6×

managed saas6×

import existing catalog6×

scorecards6×

no dedicated platform team6×

nextjs app router6×

source maps6×

session replay6×

slack pagerduty alerts6×

budget 30mo6×

slack native workflow4×

datadog sentry integration4×

escalation policy4×

status page4×

budget 500mo4×

keep pagerduty4×

slack native4×

jira action items4×

incident metrics4×

stakeholder dashboard4×

otlp grpc export4×

pii scrubbing4×

free tier 5m spans4×

slo monitoring4×

vendor neutral4×

github integration3×

pagerduty integration3×

incremental adoption3×

self serve3×

kubernetes ok3×

lightweight sdk2×

automated release tracking2×

express middleware2×

free tier2×

ecs fargate2×

Competitor

Wins Over You

Scenarios

incident.io

On-Call Rotation and Incident Lifecycle Setup

Sentry

Error Tracking for Next.js App Router

OpsLevel

Migrate from Backstage to Managed Portal

Backstage

Service Catalog for 50 Microservices

Cortex

Migrate from Backstage to Managed Portal

🎯 Actionable Recommendations

Prioritized by estimated impact on AI recommendation ranking • Based on 34 benchmark responses

Address "slack native workflow" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "slack native workflow" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

slack native workflow

Address "datadog sentry integration" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "datadog sentry integration" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

datadog sentry integration

Address "escalation policy" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "escalation policy" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

escalation policy

Address "status page" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "status page" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

status page

Address "budget 500mo" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "budget 500mo" is required. This constraint appears in 4 benchmark prompts. incident-io addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

budget 500mo

Show 16 more recommendations

Address "nextjs app router" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "nextjs app router" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

nextjs app router

Address "source maps" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "source maps" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

source maps

Address "session replay" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "session replay" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

session replay

Address "slack pagerduty alerts" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "slack pagerduty alerts" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

slack pagerduty alerts

Address "budget 30mo" to capture 4 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "budget 30mo" is required. This constraint appears in 4 benchmark prompts. sentry addresses it 4× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

budget 30mo

Address "migrate from backstage" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "migrate from backstage" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

migrate from backstage

Address "managed saas" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "managed saas" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

managed saas

Address "import existing catalog" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "import existing catalog" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

import existing catalog

Address "scorecards" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "scorecards" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

scorecards

Address "no dedicated platform team" to capture 3 additional scenarios

HIGH

Your win rate drops from 3% to 0% when "no dedicated platform team" is required. This constraint appears in 3 benchmark prompts. opslevel addresses it 2× in winning scenarios.

Evidence

Win rate impact: 0% → 3% (delta: +3%)

no dedicated platform team