Human-backed agents for the AI SDLC

Dave is your AI-native cloud engineer — combining deep context and built-in governance to safely execute work across your entire SDLC. Backed by Solution Engineers in your time zone, keeping your team seamlessly in control.

2500+Dev tasks automated with
Dave (and counting)
Manifold Labs
Manifold Labs
Manifold Labs
Manifold Labs

No platform. No workflow building. Just outcome.

  • Production-ready from day one

    Dave comes with the harness, Context Lake, workflow layer, and everything else required to operate in production.

  • No runtime scavenger hunts

    Dave starts with the context he needs, so he doesn't waste time and tokens rediscovering your environment.

  • Built-in governance and oversight

    Centralized governance keep Dave's actions controlled and accountable, with your team and our Solutions Engineers able to step in when needed.

A city map of your infra

Graph RAG and ontology power Dave's living map of your infrastructure, giving agents the context to understand and act.

  • Connect your infrastructure

    Dave continuously mapping your infrastructure and relationships as your environment evolves. No additional platform to manage — Dave works directly within the tools your team already uses.

  • Turn intent into action

    Dave takes on infrastructure work end to end, turning what needs to happen into completed outcomes.

  • Stay in control

    Built-in governance and human oversight keep Dave's autonomous execution controlled, safe, and accountable.

No challenge too big, no ticket too small

01 / Platform Engineering

Golden-path provisioning without the ticket queue

# platform-engineeringgolden-path provisioning
4 members
Today · 10:41–10:53 AM
P
priya10:41 AM
@dave new service, checkout-svc— need repo, CI, IAM, a namespace, and dashboards. we're blocked on this for the sprint.
daveAPP10:42 AM
on it — scaffolding checkout-svc from the standard service template.
daveAPP10:47 AM
repo created, CI pipeline wired, IAM scoped to the service, namespace provisioned, dashboards cloned from the template. bundling it all into one PR:
# golden-path scaffold, single reviewable PR
terraform plan -target=module.checkout_svc
gh pr create --title 'scaffold: checkout-svc' --label golden-path
daveAPP10:53 AM
PR's up — terraform, pipelines, scoped RBAC, and observability all wired and ready to merge. one review, then you're shipping.
🚀 1 PR📊 dashboards wired
P
priya10:55 AM
reviewing now. merge once CI's green, no need to wait on me
Message #platform-engineering

02 / SRE

Page fires, root cause found, budget back in the green

# sreovernight pipeline monitoring
4 members
Overnight · 03:14–08:02
daveAPP3:14 AM
row count on orders_fct dropped 41% vs baseline. checking upstream before paging anyone.
daveAPP3:16 AM
traced it — source job finished 47 min late, partition landed at 3:15. not a data quality issue, just lag.
daveAPP3:22 AM
rebuilding downstream now that the partition's in:
# triggered automatically once source partition landed
dbt build --select orders_fct+
daveAPP3:31 AM
6 models rebuilt, tests passing, orders_fct back within 2% of baseline. closing the alert.
✅ resolved🕐 17 min
P
priya8:02 AM
confirmed, closing this out. log it and let me know if it recurs
Message #sre

03 / CLOUD MIGRATION

Lift, shift, and verify,
one wave at a time

dave — checkout-svc migration

04 / Secops

From CVE alert to merged
patch, across every service

# secopsCVE response
4 members
Overnight · 2:03–2:19 AM
daveAPP2:03 AM
CVE-2026-41207 just landed, critical severity. scanning every repo that ships the affected package.
daveAPP2:06 AM
blast radius mapped — 3 services affected: svc-api, svc-web, worker.
daveAPP2:11 AM
opening version-bump PRs for the clean upgrades:
# clean bumps, no breaking changes detected
gh pr create --repo svc-web --title 'bump pkg → 4.2.1 (CVE-2026-41207)'
gh pr create --repo worker --title 'bump pkg → 4.2.1 (CVE-2026-41207)'
daveAPP2:19 AM
svc-api pins an older major with a breaking API change in the patched version — flagging for manual review instead of auto-merging. audit record filed for all three.
🔒 2 patched📝 audit logged
P
priya7:48 AM
confirmed. reviewing svc-api now — hold auto-merge on it until I approve
Message #secops

05 / MLOPS

Catch the drift, retrain, promote — on autopilot

MLOps incident timeline chart

Integrates with all your tools.

Learn what Dave would find in your stack

Skip the research and let ChatGPT, Claude, or Perplexity do it for you. One click shows you what Dave can do.

Trusted by R&D teams.

Our team clearly needed the backup, and hiring someone new was proving to be a nightmare. dave.io a shot eight months ago and we're still with them today. The work gets done, it gets done right, and I'm not babysitting anyone. I see us continuing with them for the foreseeable future

Tomer Kulla

Chief Technical Officer

Dave has been excellent. The move from ClickOps to GitOps was smooth, thanks to their hands-on approach and DevOps expertise. They provided recommendations, supported implementation and took ownership of what was needed to move things forward. Their proactive approach helped us build scalable, maintainable infrastructure. It feels less like a vendor and more like an extension of our team.

Dori Lahav Waisberg

Full Stack & DevOps Engineer

Manifold Labs

I work in AI so I tend to be skeptical of most 'AI-powered' anything. dave.io is the exception. It's not magic, it's just competent. Infra stays safe, deploys don't break, and when I have a weird request it gets figured out without a back-and-forth because at the end of the day, I'm dealing with a real person, not just an agent. Good product. Recommended.

Yinon Goldstein

AI Researcher

Does what it says. Team's responsive, work is clean, no hand-holding required. We're a startup, everyone's stretched. Last thing I need is another vendor I have to manage so I appreciate that dave.io just runs. Issues get caught, things get built, and I don't hear about problems unless I need to. Honestly just feels like having a reliable person on the team. That's rare, and I don't say it lightly.

Yuval Hasson

CTO & Co-Founder

Xpend Marketing

We scaled fast and our team was struggling with capacity. Dave came recommended, so we went for it. I've worked with many vendors, and most need managing. Dave feels less like a vendor and more like a remote team member. The work is consistent, communication is straight, and collaboration with my team makes sense. I’d recommend it to any fast-moving R&D team looking for an alternative to full-time hires.

Rotem Bloom

VP R&D

Safe, reliable, and always on

keeping infrastructure work secure and dependable around the clock

> 99.9% Uptime24/7 coverage
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Dave's ready to build.Are you?

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