Artemis Methodology — Published April 2026
Pain-First ICP Scoring: The 10-Point Framework for B2B Prospect Qualification
The Short Answer
Pain-First ICP scoring is a 10-point prospect qualification framework where pain signals account for 80% of the score and firmographics are capped at 20%. A perfect firmographic match with zero pain scores 2.0/10 and gets rejected. The framework has four tiers (Pain Relevance, Signal Recency, Buyer Signal Strength, Firmographic Fit) and two hard floors that disqualify stale pain regardless of total score.
A 10-point prospect qualification framework where pain signals account for 80% of the score and firmographics are capped at 20%. Pain is the signal. Firmographics are the filter. Applied across every Artemis GTM engagement and internal SDR workflow. Automated scoring runs via Amplemarket Duo and surfaces only 7.0+ prospects to human SDRs.
Artemis GTM Pain-First ICP Scoring Framework (Tom Regan, 2026)
Last reviewed: April 23, 2026
Philosophy: Pain Is the Signal. Firmographic Is the Filter.
Every prospect qualification framework answers one question: which accounts deserve sales time? The dominant answer for the last twenty years has been firmographics — company size, industry vertical, funding stage, employee count. Score high on these, get worked.
That answer is wrong. Two Series B SaaS companies with identical firmographics can have completely different operational pain. One is drowning in a broken pipeline and ready to buy anything that reduces CAC by 20%. The other is doing fine and will politely ignore every sequence you send. Firmographics don't distinguish between them.
Pain signals do. A VP of Sales posting publicly this week about inbound drying up is a different prospect from the same VP of Sales posting the same thing six months ago. Time is a feature, not a static attribute.
Pain-First ICP scoring inverts the traditional weighting. Pain becomes the primary signal (80% of the score across three tiers). Firmographics are a filter that only disqualifies misfit accounts (20% cap, with one hard-disqualify band).
The 10-Point Scoring Rubric
Four tiers. Ten total points. Pain-weighted.
| Tier | Weight | Max Points | What It Measures |
|---|---|---|---|
| Pain Relevance | 35% | 3.5 | How directly the signal matches the value prop |
| Signal Recency | 25% | 2.5 | How fresh the pain signal is |
| Buyer Signal Strength | 20% | 2.0 | Is the signal source a decision-maker? |
| Firmographic Fit | 20% | 2.0 | Does the company match the profile? |
Three of four tiers measure pain. Firmographic Fit is capped at 20% and includes one hard-disqualify band (consumer, 1000+ employees, government, nonprofit).
The Two Hard Floors (Non-Negotiable)
- Pain Relevance must score ≥ 1.5 — at least general growth pain must be discussed. A prospect who has never publicly acknowledged a problem your product solves is not a prospect. They might be a future prospect, but not one worth SDR time today.
- Signal Recency must score ≥ 1.0 — the pain signal must be from within the last 3 months. Older than that and the pain may already be resolved, the champion may have left, or the budget may have been redirected.
Miss either floor and the prospect is disqualified regardless of total score. A 9/10 prospect with a 6-month-old signal gets rejected. So does an account with perfect firmographics and no discussed pain.
Tier Breakdown
Pain Relevance (up to 3.5 pts)
| Score | Criteria |
|---|---|
| 3.5 | Explicitly discusses outbound not working, broken pipeline, needing systems/playbooks, or scaling from founder-led sales |
| 2.5 | Adjacent pain: hiring sales but can't ramp, CRM chaos, revenue unpredictable, marketing not converting |
| 1.5 | General growth pain: need to scale, finding customers is hard, post-PMF and need GTM |
| 0 | No pain discussed or pain is unrelated |
Signal Recency (up to 2.5 pts)
| Score | Criteria |
|---|---|
| 2.5 | Last 7 days — pain is live |
| 2.0 | Last 30 days — still fresh |
| 1.0 | 1-3 months old — may have been addressed |
| 0.5 | 3-6 months old — low confidence |
| 0 | 6+ months — auto-disqualify |
Buyer Signal Strength (up to 2.0 pts)
| Score | Criteria |
|---|---|
| 2.0 | CEO/Founder publicly discussing the pain |
| 1.5 | VP Sales / CRO / Head of Growth discussing pain |
| 1.0 | Company-level signal (funding, job posting) with no person attached |
| 0.5 | Operator-level signal (RevOps manager, marketing manager) |
Firmographic Fit (up to 2.0 pts — filter, not signal)
| Score | Criteria |
|---|---|
| 1.0 | Company size 20-500 employees or $2M-$50M ARR indicators |
| 0.5 | Confirmed B2B company (not consumer/marketplace/agency) |
| 0.5 | Recent funding (Series A/B) or actively hiring sales/GTM |
| HARD DQ | Consumer, 1000+ employees, government, nonprofit |
Qualification Thresholds
Qualified
7.0+
Proceed to enrichment and outreach
Borderline
5.0 – 6.9
Only proceed if fewer than 5 scored 7+
Discard
< 5.0
Not worth SDR time today
The threshold is aggressive by design. Most SDR teams work prospects scoring 3-4 because volume metrics demand it, and then wonder why reply rates sit at 1-3%. Pain-First ICP keeps capacity focused on the top 20-30% of any prospect pool — the tier where pain is current, relevant, and actionable.
Worked Example: Scoring a Real-Looking Prospect
The Prospect
Sarah K., VP Sales at MidMarketCRM (fictional — 120 employees, $12M ARR, Series B)
Posted on LinkedIn 4 days ago: "We 3x'd our SDR team last quarter and reply rates actually went down. Volume is not the answer. Spending this week rebuilding our qualification process."
The Scoring
- 3.5Pain Relevance — outbound not working, qualification broken, directly matches the Artemis value prop
- 2.5Signal Recency — 4 days ago, pain is live
- 1.5Buyer Signal Strength — VP Sales, not CEO (capped at 1.5)
- 2.0Firmographic Fit — 120 employees + $12M ARR (1.0) + B2B confirmed (0.5) + Series B (0.5)
Total Score
9.5 / 10
Both hard floors cleared. Prospect qualifies. SDR should be drafting a personalized sequence referencing her LinkedIn post within 24 hours, not after a week.
Pain-First vs Traditional ICP Scoring
Traditional ICP
- Firmographics weighted 50-70% of total score
- Pain signals are optional or binary (has pain / no pain)
- No time-decay on signals — a stale pain counts the same as fresh pain
- Treats "right company" as "right prospect"
Pain-First ICP
- Pain signals weighted 80% across three tiers
- Pain Relevance scored on a 4-level spectrum, not binary
- Signal Recency has its own tier — 7 days vs 6 months matters
- Firmographics are a filter that prevents motion on misfits, not the primary signal
Where This Framework Applies
- SDR account prioritization. Score every account in the target list weekly. Only work 7.0+ accounts.
- Outbound sequence gating. Don't launch a sequence on a prospect until they clear the Pain Relevance and Signal Recency floors.
- Inbound lead routing. Score inbound leads against the same rubric. Route 7.0+ to senior AEs; nurture <7.0 via marketing.
- Account-based marketing selection. Build ABM target lists from 7.0+ accounts only.
- Partner referrals. Apply the same rubric to referred accounts so partners are held to a consistent quality bar.
Artemis GTM applies this framework to every engagement and every internal prospect qualification. It is mandatory for our own pipeline and recommended as the default scoring approach for any B2B outbound motion.
Frequently Asked Questions
Related Resources
How to Choose an ICP
The companion guide — how to define the firmographic filter that Pain-First scoring applies against.
Why Most B2B Companies Get ICP Wrong
The reframe post: Kevin Dorsey's "Ideal Customer Problems" thesis that this framework operationalizes.
Signal-Based Selling
How to build the intent-driven pipeline that feeds the Pain Relevance and Signal Recency tiers.
B2B Lead Qualification Framework
The downstream qualification layer for leads that pass Pain-First ICP scoring and enter the funnel.
Run the framework on your own pipeline
The Artemis GTM Flash Audit applies Pain-First ICP scoring to your current pipeline and returns a systems gap report with dollar-impact estimates. Two minutes, no credit card.