cold outreach opener

Status: ready — not yet trained.

Traits

Research Signal

References something specific the recipient has done or said ↔ Generic opener that could apply to anyone

Whether the opener demonstrates that the sender has done homework on the recipient — referencing something specific they've built, written, said, or shipped — versus a generic "I came across your profile" that could be sent to anyone.

Relevance Bridge

Connects to a problem or goal the recipient demonstrably has ↔ Pitches from sender's needs with no bridge to recipient interest

Whether the opener connects the sender's reason for reaching out to something the recipient actually cares about — a problem they have, a goal they've expressed, a gap in what they're building — versus pitching from the sender's own needs with no bridge to recipient interest.

Ask Clarity

Single clear low-friction ask the recipient can act on ↔ Ambiguous ask, multiple asks, or no clear next step

Whether the opener makes a specific, low-friction ask — one clear next step the recipient can say yes or no to — versus an ambiguous "would love to connect" or multiple asks stacked in one message that create decision paralysis.

Authenticity

Genuine voice with honest intent and no manipulation ↔ Formulaic template, fake urgency, or manipulation tactics

Whether the opener reads as a genuine human reaching out — natural voice, honest about intent, no manipulation tactics — versus formulaic templates, false urgency, fake flattery, or dark patterns like "bumping this to the top of your inbox."

Brevity

Gets to the point quickly and earns attention in the first line ↔ Long preamble, autobiography, or walls of text before the point

Whether the opener respects the recipient's time — getting to the point quickly, earning attention in the first sentence, no autobiography or company history upfront — versus long preambles, walls of text, or multi-paragraph intros before the reason for writing becomes clear.

About

Scores the quality of a cold outreach opener.

What it measures

Whether a cold outreach message earns the right to a reply. The model rewards openers that demonstrate genuine research on the recipient, bridge to a problem or goal they actually have, make a single clear ask, sound like a real human (not a template), and respect the recipient's time by getting to the point fast. Generic "I came across your profile" and formulaic sequences score low by design.

Feed the opening message (first email, first LinkedIn DM, first cold message) as input text. This is the author-agnostic catalog version — it scores generic good-opener qualities, not fit to a specific sender's voice.

Limitations

• Scores the opener only, not the full cadence or follow-up sequence.
• Does not evaluate whether the recipient is a good fit or whether the product/service is relevant — only whether the communication itself earns attention.
• Author-agnostic: for per-author voice scoring, use a custom model.

Pairs well with

• u22a8.prospect-research-note — score the research that feeds into the opener
• u22a8.clear-value-proposition — whether the underlying pitch is concrete

Docs

• Tiers — categorical labels (Strong, Solid, Developing, Weak) assigned per trait
• Breaks — the per-trait trained boundaries between tiers