# Workflow Hardening Sprint Outreach Messages

Updated: 2026-05-04T19:52:57.729Z

These drafts are generated from the same evidence-backed revenue-loop report as `gtm-revenue-loop.md`, `gtm-target-queue.csv`, and `gtm-marketplace-copy.md`.
Use `operator-priority-handoff.md` for the ranked send order; this file is the copy layer for warm outreach only.

Track each lead in the sales ledger before sending anything:

```bash
npm run sales:pipeline -- add --source reddit --channel reddit_dm --username <name> --pain "<specific pain hypothesis>"
```

Use them as part of the one-week discovery loop in [CUSTOMER_DISCOVERY_SPRINT.md](../CUSTOMER_DISCOVERY_SPRINT.md). The goal is not to sell on first touch. The goal is to learn whether the real buyer problem is team agent governance, approval boundaries, and rollout proof.

First-touch rule: lead with one concrete offer, not generic Pro and not the proof pack.

> I will harden one AI-agent workflow for you.

Use [VERIFICATION_EVIDENCE.md](../VERIFICATION_EVIDENCE.md) and [COMMERCIAL_TRUTH.md](../COMMERCIAL_TRUTH.md) only after the buyer confirms the workflow pain.

## 1. Deep_Ad1959 (r/cursor)
- Source: reddit / reddit_dm
- Contact: https://www.reddit.com/user/Deep_Ad1959/
- Contact surfaces: n/a
- Company: n/a
- Evidence score: 10
- Evidence: warm inbound engagement, workflow pain named: rollback risk, already in DMs
- Evidence sources: Target signal: https://www.reddit.com/user/Deep_Ad1959/; Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md; Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md
- Outreach angle: Lead with rollback safety and context-drift hardening for one workflow before any generic tool pitch.
- Motion: Workflow Hardening Sprint
- Why: Warm Reddit engager already named a repeated workflow risk, so the fastest path is a founder-led diagnostic.
- Proof timing: Use proof pack only after the buyer confirms pain.
- CTA: https://thumbgate-production.up.railway.app/#workflow-sprint-intake
- Log after send: `npm run sales:pipeline -- advance --lead 'reddit_deep_ad1959_r_cursor' --channel 'reddit_dm' --stage 'contacted' --note 'Sent Workflow Hardening Sprint first touch focused on rollback risk.'`
- Log after pain-confirmed reply: `npm run sales:pipeline -- advance --lead 'reddit_deep_ad1959_r_cursor' --channel 'reddit_dm' --stage 'replied' --note 'Buyer confirmed pain around rollback risk.'`
- Log after checkout started: `npm run sales:pipeline -- advance --lead 'reddit_deep_ad1959_r_cursor' --channel 'reddit_dm' --stage 'checkout_started' --note 'Buyer started the self-serve checkout after discussing rollback risk.'`
- Log after paid: `npm run sales:pipeline -- advance --lead 'reddit_deep_ad1959_r_cursor' --channel 'reddit_dm' --stage 'paid' --note 'Closed Workflow Hardening Sprint and booked revenue after resolving rollback risk.'`

First-touch draft:
> Your question about rollback rates when context changes is exactly the right one. I am looking for one AI-agent workflow to harden end-to-end this week: repeated failure, prevention rule, and proof run. If you have one workflow where context drift or rollback risk keeps showing up, I can harden that workflow for you. Worth a 15-minute diagnostic?

Pain-confirmed follow-up:
> If your workflow really has one repeated workflow failure blocking rollout, I can send the Workflow Hardening Sprint brief plus the commercial truth and verification evidence: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

Tool-path follow-up:
> If you want to inspect the self-serve path while you evaluate your workflow, start with the proof-backed setup guide: https://thumbgate-production.up.railway.app/guide If you decide the tool path is enough, the live Pro checkout is https://thumbgate-production.up.railway.app/checkout/pro. If the blocker needs hands-on workflow hardening, keep the sprint intake here: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

Checkout close draft:
> If you are already comparing close options for your workflow, the primary path is Workflow Hardening Sprint: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Self-serve Pro: https://thumbgate-production.up.railway.app/checkout/pro Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

## 2. game-of-kton (r/cursor)
- Source: reddit / reddit_dm
- Contact: https://www.reddit.com/user/game-of-kton/
- Contact surfaces: n/a
- Company: n/a
- Evidence score: 9
- Evidence: warm inbound engagement, built serious memory systems, workflow pain named: stale context and conflicting facts
- Evidence sources: Target signal: https://www.reddit.com/user/game-of-kton/; Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md; Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md
- Outreach angle: Lead with one recurring memory or handoff failure that can be turned into an enforceable prevention rule.
- Motion: Workflow Hardening Sprint
- Why: Warm Reddit engager already works on advanced agent memory, so discovery should center on one repeated failure pattern.
- Proof timing: Use proof pack only after the buyer confirms pain.
- CTA: https://thumbgate-production.up.railway.app/#workflow-sprint-intake
- Log after send: `npm run sales:pipeline -- advance --lead 'reddit_game_of_kton_r_cursor' --channel 'reddit_dm' --stage 'contacted' --note 'Sent Workflow Hardening Sprint first touch focused on stale context and conflicting facts.'`
- Log after pain-confirmed reply: `npm run sales:pipeline -- advance --lead 'reddit_game_of_kton_r_cursor' --channel 'reddit_dm' --stage 'replied' --note 'Buyer confirmed pain around stale context and conflicting facts.'`
- Log after checkout started: `npm run sales:pipeline -- advance --lead 'reddit_game_of_kton_r_cursor' --channel 'reddit_dm' --stage 'checkout_started' --note 'Buyer started the self-serve checkout after discussing stale context and conflicting facts.'`
- Log after paid: `npm run sales:pipeline -- advance --lead 'reddit_game_of_kton_r_cursor' --channel 'reddit_dm' --stage 'paid' --note 'Closed Workflow Hardening Sprint and booked revenue after resolving stale context and conflicting facts.'`

First-touch draft:
> Your ACT-R engram work is fascinating, especially the conflict resolution for opposing facts and the decay model. I am looking for one serious AI-agent workflow to harden end-to-end this week. If your memory system has one recurring failure mode such as stale context, opposing facts, bad handoffs, or unsafe tool calls, I can turn that into a prevention rule and proof run. Open to a 15-minute diagnostic?

Pain-confirmed follow-up:
> If your workflow really has one repeated workflow failure blocking rollout, I can send the Workflow Hardening Sprint brief plus the commercial truth and verification evidence: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

Tool-path follow-up:
> If you want to inspect the self-serve path while you evaluate your workflow, start with the proof-backed setup guide: https://thumbgate-production.up.railway.app/guide If you decide the tool path is enough, the live Pro checkout is https://thumbgate-production.up.railway.app/checkout/pro. If the blocker needs hands-on workflow hardening, keep the sprint intake here: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

Checkout close draft:
> If you are already comparing close options for your workflow, the primary path is Workflow Hardening Sprint: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Self-serve Pro: https://thumbgate-production.up.railway.app/checkout/pro Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

## 3. leogodin217 (r/ClaudeCode)
- Source: reddit / reddit_dm
- Contact: https://www.reddit.com/user/leogodin217/
- Contact surfaces: n/a
- Company: n/a
- Evidence score: 9
- Evidence: warm inbound engagement, mature multi-step workflow described, workflow pain named: review boundaries and context risk
- Evidence sources: Target signal: https://www.reddit.com/user/leogodin217/; Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md; Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md
- Outreach angle: Lead with one repeating failure inside an already-mature workflow and offer an enforceable Pre-Action Check plus proof run.
- Motion: Workflow Hardening Sprint
- Why: Warm Reddit engager already described a mature workflow, so the next step is a targeted diagnostic on one failure mode.
- Proof timing: Use proof pack only after the buyer confirms pain.
- CTA: https://thumbgate-production.up.railway.app/#workflow-sprint-intake
- Log after send: `npm run sales:pipeline -- advance --lead 'reddit_leogodin217_r_claudecode' --channel 'reddit_dm' --stage 'contacted' --note 'Sent Workflow Hardening Sprint first touch focused on review boundaries and context risk.'`
- Log after pain-confirmed reply: `npm run sales:pipeline -- advance --lead 'reddit_leogodin217_r_claudecode' --channel 'reddit_dm' --stage 'replied' --note 'Buyer confirmed pain around review boundaries and context risk.'`
- Log after checkout started: `npm run sales:pipeline -- advance --lead 'reddit_leogodin217_r_claudecode' --channel 'reddit_dm' --stage 'checkout_started' --note 'Buyer started the self-serve checkout after discussing review boundaries and context risk.'`
- Log after paid: `npm run sales:pipeline -- advance --lead 'reddit_leogodin217_r_claudecode' --channel 'reddit_dm' --stage 'paid' --note 'Closed Workflow Hardening Sprint and booked revenue after resolving review boundaries and context risk.'`

First-touch draft:
> Your arch-create to sprint workflow is one of the most mature agent processes I have seen anyone describe. I am looking for one AI-agent workflow to harden end-to-end this week. Your workflow already has phases, review boundaries, and context risk, so it is a strong fit: pick one repeating failure and I will help turn it into an enforceable Pre-Action Check plus proof run. Worth 15 minutes?

Pain-confirmed follow-up:
> If your workflow really has one repeated workflow failure blocking rollout, I can send the Workflow Hardening Sprint brief plus the commercial truth and verification evidence: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

Tool-path follow-up:
> If you want to inspect the self-serve path while you evaluate your workflow, start with the proof-backed setup guide: https://thumbgate-production.up.railway.app/guide If you decide the tool path is enough, the live Pro checkout is https://thumbgate-production.up.railway.app/checkout/pro. If the blocker needs hands-on workflow hardening, keep the sprint intake here: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

Checkout close draft:
> If you are already comparing close options for your workflow, the primary path is Workflow Hardening Sprint: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Self-serve Pro: https://thumbgate-production.up.railway.app/checkout/pro Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

## 4. Enthu-Cutlet-1337 (r/ClaudeCode)
- Source: reddit / reddit_dm
- Contact: https://www.reddit.com/user/Enthu-Cutlet-1337/
- Contact surfaces: n/a
- Company: n/a
- Evidence score: 8
- Evidence: warm inbound engagement, responded to adaptive-gate positioning, workflow pain named: brittle guardrails
- Evidence sources: Target signal: https://www.reddit.com/user/Enthu-Cutlet-1337/; Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md; Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md
- Outreach angle: Lead with one brittle-guardrail workflow and offer to harden it with adaptive gates plus a proof run.
- Motion: Workflow Hardening Sprint
- Why: Warm Reddit engager already understands the adaptive-gate thesis, so offer one concrete workflow hardening diagnostic.
- Proof timing: Use proof pack only after the buyer confirms pain.
- CTA: https://thumbgate-production.up.railway.app/#workflow-sprint-intake
- Log after send: `npm run sales:pipeline -- advance --lead 'reddit_enthu_cutlet_1337_r_claudecode' --channel 'reddit_dm' --stage 'contacted' --note 'Sent Workflow Hardening Sprint first touch focused on brittle guardrails.'`
- Log after pain-confirmed reply: `npm run sales:pipeline -- advance --lead 'reddit_enthu_cutlet_1337_r_claudecode' --channel 'reddit_dm' --stage 'replied' --note 'Buyer confirmed pain around brittle guardrails.'`
- Log after checkout started: `npm run sales:pipeline -- advance --lead 'reddit_enthu_cutlet_1337_r_claudecode' --channel 'reddit_dm' --stage 'checkout_started' --note 'Buyer started the self-serve checkout after discussing brittle guardrails.'`
- Log after paid: `npm run sales:pipeline -- advance --lead 'reddit_enthu_cutlet_1337_r_claudecode' --channel 'reddit_dm' --stage 'paid' --note 'Closed Workflow Hardening Sprint and booked revenue after resolving brittle guardrails.'`

First-touch draft:
> Appreciate the kind words on the Thompson Sampling approach. You nailed the core insight: most guardrails are brittle prompt hacks that break when context shifts. I am looking for one AI-agent workflow to harden end-to-end this week: repeated failure, prevention rule, and proof run. If you have a workflow where brittle guardrails keep failing, I can harden that workflow with you. Open to a 15-minute diagnostic?

Pain-confirmed follow-up:
> If your workflow really has one repeated workflow failure blocking rollout, I can send the Workflow Hardening Sprint brief plus the commercial truth and verification evidence: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md

Tool-path follow-up:
> If you want to inspect the self-serve path while you evaluate your workflow, start with the proof-backed setup guide: https://thumbgate-production.up.railway.app/guide If you decide the tool path is enough, the live Pro checkout is https://thumbgate-production.up.railway.app/checkout/pro. If the blocker needs hands-on workflow hardening, keep the sprint intake here: https://thumbgate-production.up.railway.app/#workflow-sprint-intake

Checkout close draft:
> If you are already comparing close options for your workflow, the primary path is Workflow Hardening Sprint: https://thumbgate-production.up.railway.app/#workflow-sprint-intake Self-serve Pro: https://thumbgate-production.up.railway.app/checkout/pro Commercial truth: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/COMMERCIAL_TRUTH.md Verification evidence: https://github.com/IgorGanapolsky/ThumbGate/blob/main/docs/VERIFICATION_EVIDENCE.md
