Demand Capture|9 min read

How to Build a Buying Intent Sniper with Clawdbot

A system that monitors high-intent posts and responds automatically. You're responding to people already evaluating tools.

Angrez Aley

Senior paid ads manager

20259 min read

This guide shows how to build a system that monitors high-intent posts and responds automatically using Clawdbot.

You'll build something that detects real buying signals, filters noise, generates contextual replies, and avoids platform bans.

This assumes Clawdbot is already running locally. Set it up first if you haven't.

Step 1: Define What Real Buying Intent Looks Like

Not every post that mentions your category is intent. Most aren't. The ones that matter look like this:

"Alternative to X?"
"Switching from Y — what do people use?"
"Best tool for Z right now?"
"Struggling with [pain] — any recommendations?"

These indicate evaluation or switching behavior — someone is actively looking, not casually browsing.

X search results for "alternative to [competitor]"

Reddit thread asking for "best tool for [category]"

Inside Clawdbot, create a monitoring agent and define keyword patterns around:

1

Competitor names

2

Category terms

3

Switching language (moving from, replacing, alternative to)

4

Pain-based queries

Clawdbot dashboard → Create new monitoring agent

Keep the list tight. Precision beats volume.

Step 2: Filter Noise Before Replying

Most automation fails because it replies to everything. Platforms notice. Users notice.

Before generating a reply, the agent should:

CheckPass condition
Read the full postContains explicit tool-seeking language
Summarize contextClear pain point or switch trigger present
Score intentAbove minimum threshold (e.g. 7/10)
Check product fitYour product addresses the stated need

If the product doesn't clearly fit, skip it. Add guardrails:

Minimum intent threshold

Skip general discussion threads

Ignore posts without explicit tool-seeking language

Detected post inside Clawdbot with context summary + intent score

Agent configuration panel showing filters / thresholds

The goal is qualified visibility, not volume.

Step 3: Generate Contextual Replies — Not Pitches

The reply structure matters more than the monitoring. Bad automation is obvious. It hard sells, drops links immediately, sounds generic.

Use this structure instead:

1

Acknowledge the situation

2

Mention 2–3 relevant tools (including competitors)

3

Position yours naturally

4

Offer clarification

Draft reply generated inside Clawdbot

If someone removes your brand name, the comment should still make sense. That's the standard.

Step 4: Control Automation to Avoid Bans

Platforms penalize unnatural behavior. The patterns are obvious once you know what they flag.

RuleSetting
Daily reply cap100–150 max
Delay between repliesRandomized 2–7 minutes
PhrasingVaried — no repeated templates
Account warmupGradual — don't start at full volume
Links in first replyAvoid — earn trust first

Agent settings showing reply cap + random delay configuration

Toggle showing "Manual approval" enabled

Start with manual approval mode. Scale only after confirming quality.

Step 5: Measure the Right Metrics

Don't optimize for impressions. Impressions don't pay.

Profile visits

People investigating further

Website clicks

Traffic from replies

Demo bookings

Direct pipeline from replies

Revenue

Closed deals attributable to captures

X analytics showing reply impressions + profile visits

Website analytics showing traffic from social

Reddit and Quora replies often rank in Google. That creates long-term traffic from the same reply.

Google search results showing Reddit thread ranking

Step 6: Improve the System Weekly

Once running, it needs weekly attention. Not much — but consistent.

Remove low-converting keywords

Add competitor-specific phrases that are performing

Adjust intent threshold up or down based on reply quality

Improve reply templates based on what gets engagement

Keyword list inside agent configuration

Updated reply template inside workflow editor

This becomes a daily demand capture engine.

It surfaces active buyers. It feeds pipeline. It compounds quietly.

Next step

Haven't set up Clawdbot yet?

OpenClaw + Telegram + Claude. Takes ~20 minutes.

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