AI Engineering Infrastructure

AI moves the process.

We connect issue, code, tests, review and cloud in one controlled workflow.

Proof of Concept · 1 repo · 1 real process

ELVO · Engineering Workbench

AUTH-412

Retry token refresh without duplicate requests

Explorer

tokenManager.ts
client.ts
tokenRefresh.test.ts
tokenManager.ts
+42−8
72async function refresh(request, signal) {
73 const token = await tokenLock.runOnce();
74 if (!isIdempotent(request)) return fail();
75+ return retryRequest(request, { signal, token });
76}
77+ expect(abortedRetry).toThrow(AbortError);
npm test -- auth · 12 passed

AI Work

The plan is ready

I will change 3 files. No production access.

AI Engineering Kanban

ThetaskentersAIWork.ItleavesasadraftPR.

Watch AI pick up a real task, write the code and return the change for review.

ELVO · Product Engineering Board

Website Platform · Sprint 24

board synced
Backlog
Ready
AI Work
Review

Backlog

2
WEB-271

Export audit log

Platform
WEB-276

Bulk team invites

Growth

Ready

2
WEB-281

Dashboard empty state

UI
WEB-284

Build a usage pricing page

Calculator, plans and responsive FAQ

Frontend

AI Work

1
WEB-279

Generate API docs

Docs

Review

1
WEB-266

Invoice PDF preview

Billing

AI activity

Jira · Figma

01 · Ready

WEB-284 is ready

Design and acceptance criteria are attached to the task.

WEB-284

Build a usage pricing page

Figma attached4 acceptance criteria
AI can open a draft PR. Merge and production remain human decisions.

1/6 · Ready

Repository-aware AI review

ThedraftPRischeckedagainstyourcodebase.

AI understands the architecture, components and rules of the project.

ELVO · Code Review Agent

Draft PR #842

Build usage pricing page

agent/web-284-usage-pricing → main

AI code agent

UsageCalculator.tsx

+96 −4
16const plans = [starter, scale, pro];
17
18export function UsagePrice({ monthlyPrice }) {
19 return (
20 <span>{monthlyPrice} EUR</span>
21 );
22}
AGENTS.mdcomponents/uibilling/plans.ts

Repository-aware review

1/5

Draft PR #842

Build usage pricing page

3 changed files+318 −12

1/5 · Draft PR

AI review before merge

AIfindsthebugbeforemerge.

It checks the ticket, live preview, code and tests. A human decides.

ELVO · PR Review

Draft PR #842

Build usage pricing page

agent/web-284-usage-pricing → main

draft

Linked ticket

WEB-284 · Build a usage pricing page

preview.elvo.dev/pr-842/pricing
Usage pricing

Scale as you grow.

Monthly usage

0 requests

Estimated price

€NaN / month

UsageCalculator.tsx

− const total = usage * rate;

+ const safeUsage = Math.max(0, usage ?? 0);

+ const total = safeUsage * rate;

AI reviewer

1/5

Draft PR #842

Build usage pricing page

WEB-284 · Build a usage pricing page

pricing/page.tsx+148
UsageCalculator.tsx+96
pricing.test.tsx+74

1/5 · Draft PR

CI Failure Triage

2,000loglinesbecomeoneverifiablecause.

The agent isolates relevant evidence, classifies the failure and proposes a fix in a branch.

ELVO · CI Triage

Run #1844 · checkout-api

failed
1✓ build completed in 41.8s
2✓ 248 unit tests passed
3✕ auth/tokenRefresh › aborts pending retry
4Expected AbortError · received 401
5at src/http/client.ts:84:17
6job exited with code 1
Relevant evidence: 4 of 2,084 lines

Diagnosis

92% confidence

Type

Product bug

Likely line

client.ts:84

Responsible diff

+ retryRequest()

Blast radius

Cancelled requests

Proposed fix

Propagates AbortSignal into the retry and adds a regression test.

1 file · +11 −2 · no CI changes

1/5 · Failure

Ephemeral agent infrastructure

TheLLMagentcreatesanenvironmentandstartsworking.

A new isolated container for every task — with the exact repo, runtime and resources.

ELVO · Sandbox Provisioning

LLM coding agentWEB-284 · Build usage pricing page
Calls toolsandbox.create()
ProviderDaytona

Tool request

sandbox.create() {

image: "elvo-dev:latest"

cpu: "4 vCPU"

memory: "8 GB"

ttl: "30 min"

}

Provisioning log

→ sandbox.create · Daytona

✓ container dx-7f42 isolated

→ git clone github.com/elvo-bg/app.git

✓ checkout agent/web-284-usage-pricing

→ dotnet restore · uv sync · pnpm install

✓ .NET 9 · Python 3.13 · Node 22 ready

→ agent.open src/pricing/UsageCalculator.tsx

● AI editing in /workspace/elvo

Isolated workspace

workspace / dx-7f42

provisioning

CPU

4 vCPU

RAM

2.1 / 8 GB

Disk

3.8 / 20 GB

Container imageelvo-dev · Ubuntu 24.04OCI

Repository

github.com/elvo-bg/app.git

agent/web-284-usage-pricing

Runtime ready

.NET9.0
Python3.13
Node22

Isolation

ephemeral scoped token production blocked

The environment is deleted automatically when the task ends

1/6 · LLM request

AI Source Bot for every team

Asktheproduct.Thecodeprovidestheanswer.

Product, Sales and Support understand features without waiting for a developer.

ELVO · Product Source Bot

Sourcebot index

synced

12 repos · main · synced 2 min ago

Ask as

AI searches

UIAPIPoliciesTests

Ask Sourcebot

main · 12 repos

Question from Support

Can customers change their plan themselves?

sourcebot.search("Can customers change their plan themselves?")

How the answer was found

ChangePlanDialog.tsx · L42

Action is visible to Owner and Admin

subscription/route.ts · L81

Changes the plan through the billing API

change-plan.spec.ts · L12

Covers upgrades and downgrades

Short answer

Yes. An Owner or Admin can change it under Billing → Plan. Upgrades are immediate; downgrades take effect after the current period.

Owner / Admin Upgrade: immediate Downgrade: period end
Verifiable sources · 3

ChangePlanDialog.tsx · L42

Action is visible to Owner and Admin

subscription/route.ts · L81

Changes the plan through the billing API

change-plan.spec.ts · L12

Covers upgrades and downgrades

Verifiable sources · 3/3

Ask a follow-up

The answer comes from indexed code and links to the exact files.

1/5 · Question

Engineering Knowledge

Everyanswercomeswithafile,ADRandwarning.

The new teammate does not wait for a senior; the senior does not repeat the same answer.

ELVO · Engineering Knowledge

Ask your systems

Context trace

Repository
ADRs
Runbooks
Service catalog

Question

How do I add a new payment provider?

Grounded answer

Implement the PaymentProvider interface, register the adapter and add an idempotency test. The production secret is created outside the application.

The 2024 Confluence page conflicts with ADR-014 and was not used as authority.

Exact sources

src/payments/PaymentProvider.tsADR-014 · Provider boundaryrunbooks/payments.md

1/4 · Question

Security remediation

FindingverifiedfixPR.Neverdirectlytomain.

SAST, dependencies, secrets and IaC enter one controlled flow.

ELVO · Security Desk

dependency alert

CVE-2026-1844 · json parser

HIGH · reachable in checkout-api · fix available

Dependency graphDirect · production
SAST0 new findings
Secret scanClean
Container scanBase image clean

Remediation PR #824

Updates the parser, pins the transitive version and adds a malformed-payload test.

isolated branchsecurity testsCODEOWNER required

Who controls the action

Search docs and codeAI
Run tests in sandboxAI
Open a draft PRAI
Merge an ordinary PREngineer
Change auth / paymentsSpecialist
Production / IAM / secretsSpecialist
Content is data, not authority. Tool permissions enforce policy outside the model.

1/5 · Alert

Incident Response

Thefirst35minutesofcontextarriveinseconds.

AI connects alert, deploy, logs and runbook. The Incident Commander decides.

ELVO · Incident Command

SEV-2 candidate

checkout error rate 8.1%

Started

14:22

Service

checkout-api

Deploy

#1844 · 14:17

14:17

v4.18.2 deployed

14:22

Error rate crossed 5%

14:23

DB pool saturation correlated

14:24

Similar incident INC-104 found

Likely cause

86% confidence

DB connection exhaustion after deploy #1844

Suggested first actions

01Pause rollout02Verify pool saturation03Prepare tested rollback

Production action request

Roll back checkout-api v4.18.2 → v4.18.1

4 dashboards · deploy #1844 · rollback plan verified

1/5 · Alert

Automation library

MorecapacityineverypartoftheSDLC.

Choose a phase and see the concrete work AI can take over.

SDLC phase

Plan

4 connected workflows
01

Requirement enrichment

Brief → ticket with acceptance criteria

Product
02

Backlog grooming

Duplicates, clusters and missing questions

Jira
03

Estimation risk

Dependencies and uncertainty, not fake points

Planning
04

Implementation plan

Files, tests, security and rollback

Engineering

Your stack · one control layer

Usetherighttoolforeveryrole.

ELVO orchestrates the tools your team has already chosen.

Work
JiraLinearSlackConfluenceNotionFigma
Code
GitHubGitLabVS CodeCodespacesReplit
AI coding
CopilotCodexClaude CodeAmazon QWindsurfGitLab Duo
Orchestration
LangGraphLangChainLlamaIndexOpenAI Agents SDKMicrosoft Agent Framework
Delivery
GitHub ActionsGitLab CICircleCIDockerKubernetesTerraform
Observe
SentryDatadogGrafanaOpenTelemetryPagerDuty

ELVO AI Engineering Layer

Policy gateway
Context broker
Agent graph
Sandbox
Evaluation
Audit trail

We build it. You own it.

Infrastructure, repositories and model accounts can stay in your cloud.

  • customer-owned cloud by default
  • VPC / on-prem / hybrid for sensitive code
  • short-lived credentials outside model context
  • model routing without one-LLM lock-in

Deployment options

Managed POCCustomer cloudPrivate VPCOn-premSelf-hosted model

Specific integrations depend on the client's APIs, permissions and deployment model.

Proof before production

Wedonotpromiseabenchmark.Wemeasureyourprocess.

Baseline, acceptance criteria and quality guardrails before production investment.

Human PR review

48 min27 min target

CI diagnosis

31 min8 min + validation

Time to first review

6.2 h−15–25% target

Escaped defects

baselineno deterioration

Targets are POC hypotheses. Production is proposed only when measurement justifies the investment.

Start small

One real workflow. One measurable result.

Before a team-wide platform, we prove value on your repository and stack.

AI Engineering POC

1 engineering team
1 repository
1 workflow
1–2 integrations
guardrails + human approval
before / after report

Proof before production · no obligation to continue

Choose the first workflow

PR ReviewerTest GenerationCI Failure TriageBug TriageKnowledge Agent
Production implementation
Enterprise · VPC / on-prem

FAQ

PracticalquestionsbeforethefirstPOC.

No. We build the orchestration, context, permissions, evaluation and approval layer around the tools you already use.

Whichengineeringworkflowslowsyoudowneveryweek?

Show it to us. We will design a small, measurable and controlled POC on your real stack.

One field is enough to start — we'll reach out. The rest is optional.

AI automation for software development teams — Elvo