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Use case

What an open-source AI SDR tells you before you pay for speed to lead

AgentSDR is an open-source, self-hosted AI SDR for email, LinkedIn and WhatsApp, with an AI CRM that classifies replies. Its setup path is a git clone, Docker and Postgres, which makes it a useful free benchmark for what automated first touch requires, and a poor substitute for a CRM-integrated build.

By 4 min read

Speed to lead is a plumbing problem, and there is now a free way to look at the plumbing before you pay anyone to lay it.

What AgentSDR is, from its own docs

AgentSDR describes itself as open source and self-hosted. It says it runs email, LinkedIn and WhatsApp outreach in one workflow, with an AI CRM that reads replies, classifies them and drafts answers (AgentSDR).

The setup instructions on the site point you at a GitHub clone and running it with Docker and PostgreSQL. The repository carries a self-hosting guide for Dokploy on a VPS that covers the Docker build, an HTTPS domain, Postgres and scheduled jobs (self-hosting guide).

That shape tells you more than the feature list does. A product whose first instruction is clone the repo is a reference implementation, not a switch your office manager flips on a Tuesday.

Why it is worth an afternoon anyway

Most owners evaluating lead response are comparing a vendor demo against a quote for custom work, and they have no idea which parts of the quote are real. A self-hosted project removes the sales layer. You see the hosting, the credentials, the channel setup and the reply rules as work items, because you have to do them yourself.

A decision table

What you want to know The free self-hosted baseline answers it It does not answer it
Can first touch run across email, LinkedIn and WhatsApp from one workflow Yes, that is the shape the project claims Whether your connected accounts survive the volume
What does hosting actually involve Yes: Docker, Postgres, a domain, scheduled jobs Whether your team can keep it running in month three
Can replies be classified and drafted automatically The project says yes Whether the draft sounds like your firm
Does it fit your CRM and your sales process No This is where a paid build earns its keep

Time to evaluate, as estimates

I have not installed this myself, so these are estimates read off the documented steps, not a measured run.

  • About half an hour to read the self-hosting guide end to end.
  • About an hour to stand up the box, the domain and Postgres.
  • About an hour for accounts, credentials and senders.
  • About an afternoon in total, then a week of watching it before you conclude anything.

Expected impact, on your own inputs

Count last month's inbound enquiries. Count how many got a human reply the same day. The gap is the only figure that matters here.

Multiply that gap by your average quote value and by your usual close rate. That product is the ceiling on what any first-touch system can be worth to you. It is a ceiling, not a forecast, and it shrinks every time an automated reply annoys someone who would have bought.

The part that is never the free part

On one multichannel outbound campaign I ran, 505 cold leads gave a 72% open rate, 25.5% replies and 13.2% positive replies. Sending was the easy half. Deciding what happens to each reply was the work.

The closed-CRM bridge I built for a multi-site housing operator spent almost all of its code on the same unglamorous things: dedup, lookback windows, and a CRM that returns a success status while dropping the data you asked for. No open-source SDR knows about your back office, and that is most of the bill.

Limitations

  • I have not run the install. Every step above comes from the site and the repo docs.
  • Nothing in the primary sources speaks to suitability for multi-location operators or RFQ manufacturers. That match is my judgement, not a documented claim.
  • No pricing comparison against custom work is verifiable from the sources, so I am not making one.
  • Self-hosting puts deliverability, account suspensions, credential rotation and uptime on you.
  • Brand voice and escalation rules are configuration you write, not features you receive.

My take

Evaluate this month, do not deploy. An afternoon on a spare box turns a vague build quote into a list you can argue with, which is worth more than the software itself. If the reply handling is still guesswork after a week of watching, that is your answer about whether to pay for the integrated version. More of my speed-to-lead write-ups are at the blog.

Questions people ask

Can we just use this instead of paying someone to build speed to lead?

You can use it to learn what the build involves. It is open source and self-hosted, so you carry the hosting, the credentials, the deliverability and the reply rules. If your sales process lives in a CRM with its own quirks, the integration work is still ahead of you and that is the part the free project does not cover.

What does self-hosted actually mean in practice here?

The site points you at a GitHub clone running on Docker with PostgreSQL, and the repo includes a VPS self-hosting guide covering the Docker build, an HTTPS domain, Postgres and scheduled jobs. In practice it means someone on your side owns a server, the upgrades and the outages.

Is it safe to point this at our real inbound leads?

Not on day one. Send to a list you own, read every draft reply before it goes out, and watch for a week. Automated first touch that answers wrongly in your name costs more than a slow human reply.

Have a process like this leaking time or leads?Thirty minutes, no deck, and you leave with a plan.

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