Ask Vedin
Ask in plain English. Get the answer in the right format.
Questions come back as charts, tables, summaries, or investigation-ready context your team can inspect and share.
Vedin
Learns your systems. Stays in your control.
Your code, infra, and data — in one brain.
Vedin investigates incident investigations, engineering operations, data questions, and pull request reviews — learning your stack while every risky action stays under your approval.
Limited monthly Power, free forever. No credit card.
Code
PRs · diffs
Infra
K8s · alerts
Data
queries · schemas
Product
One workspace for every engineering question
Ask about incidents, query production data, save knowledge, and automate checks from the same place.
Knowledge
Keep the context it creates.
Generated docs, schemas, runbooks, and notes stay organized so the next answer starts with memory.
Vedin
Knowledge Graph
See how your systems connect.
The knowledge graph turns repos, integrations, investigations, observations, and tools into a map your team can explore.
Vedin
Automation
Turn a sentence into a recurring check.
The agent asks for the missing details, then runs the check on schedule without another workflow builder.
Vedin
Infrastructure
Interrogate production without chasing dashboards.
Follow-up questions stay in the same thread, so the agent carries context from pods to memory to versions.
Vedin
Data
Turn product data into something you can act on.
Plain-English analytics questions come back as structured tables, summaries, and investigation records.
Vedin
Four jobs, one teammate
What it actually does
Vedin moves across all four, learning from each run while keeping risky actions approval-gated.
Code Review
Reviews every pull request. Inline comments on changed lines, secret detection, suggested fixes. Replaces tools like CodeRabbit.
Incident Response
Investigates alerts while you sleep. Pulls from logs, metrics, deploy history, and runbooks. Asks before touching production.
Data Analytics
Plain-English to SQL across your databases. Schema exploration, multi-database joins, no separate analyst tool.
Engineering Ops
Searches Jira and Confluence, drafts deploy and sprint summaries, generates runbooks from past incidents.
What an investigation actually looks like
A walkthrough of one incident. The agent investigates, calls the right tools, and asks before it touches production.
Vedin · investigating incident #847
payment-api · prod
Live
02:04 · PagerDuty
payment-api error rate at 12% over last 5 min. P1.
Investigating
Checking recent deploys, error logs, and DB pool metrics.
kubectl logs -n prod payment-api --since=10m | grep -i pool → ConnectionPool exhausted after 3 retries (47 occurrences)
Root cause found
Deploy v1.42 (08:30 UTC) added sync workers without resizing the pool. Same shape as incident #312 from May.
Approval required
Roll back to v1.41 and re-open issue #312 for the pool-size fix?
Approve Reject
This is a real flow shape. Vedin investigates autonomously, but every destructive action waits for a human.
Setup
Three steps, then it runs.
- 01
Connect your stack
GitHub, your databases, Kubernetes clusters, Jira. Each integration extends what Vedin can inspect and explain.
- 02
Write your rules
Drop a markdown rules file into your workspace. Vedin reads it before every action — escalation paths, no-touch tables, style guides.
- 03
It learns from every run
Every PR review, incident, and query feeds the same knowledge graph. Recurring patterns — same flaky table, same deploy hazard — get faster, more grounded answers over time.
Integrations
Connects to your entire stack
Vedin plugs into the tools your team already uses — cloud or on-prem, with a lightweight agent for your private network.
Many more integrations are coming soon. Unmarked colored integrations are available today; * marks coming soon or planned integrations.
Code
What it can do
Reviews PRs and release risk
Review code changes before they become production work.
PR/MR summaries inline review comments CI and repo context approval-aware fixes
GitHub
GitLab
*
Bitbucket
Projects
What it can do
Explains context from the systems of record
Bring tickets, docs, and team context into investigations.
Jira issue lookup Confluence search runbook grounding follow-up questions
Atlassian
Communication
What it can do
Runs governed response in Google Chat
Drive the investigation and approvals where the team already talks.
incident threads approval cards clarification prompts status updates
What it can do
Runs governed response in Slack
Drive the investigation and approvals where the team already talks.
incident threads approval cards clarification prompts status updates
Data
What it can do
Answers questions from your database
Query relational data in plain English to back up an investigation.
SQL questions schema exploration multi-table joins read-only by default
What it can do
Reads product analytics signals
Pull product usage and behavior trends into the same run.
funnel trends event analysis user cohorts conversion drops
What it can do
Surfaces Android release health
Spot Play Store release problems and user sentiment fast.
crash & ANR rates release rollouts user reviews rating trends
What it can do
Surfaces iOS release health
Spot App Store release problems and user sentiment fast.
crash signals release adoption user reviews rating trends
Infrastructure
What it can do
Triages cluster and workload state
Inspect what is actually running and why it is unhealthy.
pod & node health event & log lookup rollout status approval-gated actions
What it can do
Checks GitOps sync and drift
See whether the cluster matches what Git says it should be.
sync status drift detection rollout history app health
What it can do
Inspects cloud resources
Check GCP resource state and recent changes during an incident.
resource inventory service health recent changes quota & limits
What it can do
Inspects AWS resources
Check AWS resource state and recent changes during an incident.
resource inventory service health recent changes cost & quota signals
Observability
What it can do
Investigates errors and crashes
Trace an exception to the release and users it affects.
error grouping stack traces release regressions impact by user
What it can do
Searches logs and events
Find the relevant log lines without writing the query.
full-text log search field filters time-range queries pattern spotting
What it can do
Brings incident and on-call context
Know who is paged and what the alert timeline looks like.
active incidents on-call lookup alert timelines escalation state
What it can do
Reads dashboards and panels
Pull the dashboard context behind an alert into the run.
dashboard context panel queries alert rules metric snapshots
What it can do
Checks metrics and alerts
Query time-series metrics and alert state directly.
PromQL queries metric trends alert rules target health
What it can do
Pulls metrics, logs, and traces
Correlate signals across metrics, logs, and APM in one run.
metric checks log search APM traces monitor status
Network ops
What it can do
Maps approved network exposure
Discover what is reachable on the private network, with authorization.
device discovery service inventory authorized port scans scan drift
What it can do
Reviews exposure and risk
Surface and track risky exposure across authorized scans.
exposed services risk surfacing change tracking authorized scans only
Cloud or on-prem
SaaS tools connect directly. Internal tools route through a lightweight agent in your network — no VPN or firewall changes.
Per-environment routing
Scope each connection to dev, staging, or production. Investigations automatically use the right credentials for the right environment.
Approval-gated
Read access is broad. Anything destructive — rolling back, mutating data, paging humans — waits for explicit approval.
Trust
Built for production.
Asks before touching prod
Anything destructive routes through human approval, configurable per environment.
Full audit trail
Every tool call, every decision, every output is logged and traceable.
Run inside your VPC
A lightweight infrastructure agent connects out from your network. Zero inbound, your secrets stay yours.
Why we built it
We built Vedin to be there when you're not — and to be there so you don't have to be.
Drop your work email for a magic link (Free plan, no credit card). Product demos and onboarding assistance are included. Need an enterprise setup right away? Talk to us.