Signal-First Predictive Sales Engines
Maximize conversion by eliminating wasted outreach and prioritizing speed-to-lead for active buyers.
Reps burn time on cold accounts — and lose the warm ones to whoever calls first.
Static scoring goes stale
Traditional lead scores treat a pricing-page visit from 60 days ago the same as one from this morning. Hot buyers sit in the queue and cool off.
Wasted outreach
Reps spray sequences across accounts with no live buying intent, depressing conversion and inflating cost per opportunity.
Slow speed-to-lead
By the time a signal is noticed, routed, and worked, the buyer has already booked with a faster competitor.
The cost of waiting: the average B2B inbound lead waits 42 hours for a response, and 23% of leads are never contacted at all.
Source: Harvard Business Review lead-response audit of 2,241 firms.
Speed and freshness are the conversion levers.
The buyer’s intent has a half-life measured in days. Acting first — while the signal is hot — is the single biggest driver of win rate.
of B2B deals go to the vendor that responds first
more likely to qualify a lead when contacted within 5 minutes vs. 30
higher meeting-booking rates for teams acting on fresh intent data
drop in a signal’s predictive value once it ages past 30–45 days
Sources: Google / Corporate Executive Board & InsideSales.com; MIT-Sloan Lead Response study; aggregated intent-data benchmarks (2025–26).
One engine, two signal-first plays.
A team of always-on AI agents reads buying signals in real time, scores them by freshness, and puts the right rep in front of the right buyer before anyone else.
Time-Decayed Intent Scoring
Dynamic models prioritize first- and second-party signals — pricing-page visits, G2 competitor comparisons, repeat content views — then automatically decay that score over 3–14 days so reps always work the freshest intent first.
Automated Competitive Displacement
Routing rules detect competitor-research signals on target accounts and alert the owning rep instantly — turning a days-long reaction into a same-hour outreach while the buyer is still evaluating.
Outcome: more pipeline from the same account list, less wasted outreach, and a measurable speed-to-lead advantage.
Score the signal, then let it cool.
Capture high-value signals
Pricing-page visits, demo requests, G2 / comparison-page views, repeat returns, and key content downloads — each weighted by buying relevance.
Apply a decay curve
Each signal earns maximum weight for 0–7 days, high weight through day 14, then decays toward nurture — mirroring how real buying windows close.
Surface a live Buyer Heat Score
Reps and routing see one always-current score, so effort flows to accounts that are in-market right now — not last quarter.
Decay window: 3–14 days
Act in the 3–14 day window while the score is still hot — before predictive value falls off.
Be the first call when a buyer starts shopping.
When a target account shows competitor-research intent, every minute counts. The engine collapses reaction time from days to hours — automatically.
Detect
A competitor comparison or review-site signal fires on a named account.
Alert
The owning rep is pinged in Slack / Teams and the CRM within seconds, with full context.
Route
Priority rules assign the right rep and start an SLA countdown timer.
Displace
The rep reaches out same-hour with a tailored, signal-aware message.
Why it works: responding first wins 35–50% of B2B deals. Cutting reaction time from days to hours converts active evaluation into pipeline.
Background agents do the watching. A front-line agent does the talking.
Signal Ingestion
Streams 1st / 2nd / 3rd-party intent + CRM + web behavior in real time.
Intent Scoring
Applies the time-decay model and maintains the live Buyer Heat Score.
Displacement Watch
Flags competitor-research signals on target accounts the moment they fire.
Routing & SLA
Assigns the right rep, starts timers, and logs everything to the CRM.
— orchestrated handoff —
Meeting-Participant Agent
It pulls the live signal story, briefs the rep before the call, joins the meeting to surface context and talk tracks, then captures notes and updates the CRM automatically — so reps stay in the conversation, not the admin.
Your team supervises. The agent team operates.
An always-on agentic team does the work around the clock. Humans stay focused on judgment, relationships, and the calls that close — approving and deciding, not grinding through manual prospecting.
- Monitor every buying signal in real time
- Score and decay intent continuously
- Route, alert, and start SLA timers
- Draft signal-aware outreach and call briefs
- Log activity and keep the CRM current
- Set strategy, ICP, and guardrails
- Approve high-stakes outreach
- Own the conversation and the relationship
- Make the deal decisions
The incentive: reps reclaim hours of prospecting and admin every week, operations overhead drops, and pipeline coverage scales without adding headcount. Human-on-the-loop.
Every system, unified into live buyer context — in the call.
Full two-way integration with your CRM and any lead-generation platform. The freshest data is processed and surfaced in real time — exactly when timing matters most.
Systems of record
Salesforce · HubSpot · Microsoft Dynamics
Buying signals
6sense · Bombora · ZoomInfo · Apollo · LinkedIn Sales Nav
Behavioral data
Forms · chat · email · site behavior
One always-current view per account
Signals merged, scored, and time-decayed in real time — account history and competitive context in one place.
Surfaced live in
Sales calls
Discovery & demo — live signals, history, and competitive context.
Executive calls
QBRs & board reviews — account health and intent at a glance.
Operative calls
Renewals & onboarding — risk and expansion signals in real time.
Delivered by the Meeting-Participant Agent: live context in the room — no tab-switching, no stale exports.
Plug the engine into the channels you already sell through.
Wherever a buying signal can appear, an agent can act on it — turning each channel into a measurable, signal-first motion.
Outbound & SDR
Prioritizes accounts by live Heat Score and drafts signal-aware sequences for rep approval.
Inbound web & chat
Qualifies and routes hot visitors in seconds — booking the meeting while intent is peaking.
Social selling
Surfaces accounts showing intent and triggers warm, timely touches from the right rep.
Events & webinars
Ranks attendees by intent and routes the hottest leads for same-day follow-up.
PLG & free trials
Scores in-product activation and alerts sales the moment an account is expansion-ready.
ABM, renewals & expansion
Watches named and existing accounts for competitor signals to protect and grow revenue.
Value the revenue team feels in the first quarter.
Higher conversion
Prioritizing fresh, intent-powered audiences lifts meeting-booking rates by an estimated 10–30%.
Win competitive deals
Same-hour response captures the first-responder advantage that decides 35–50% of B2B deals.
Zero wasted outreach
Reps work only in-market accounts — effort and sequences stop flowing to cold prospects.
Speed-to-lead by default
Detection, scoring, and routing are automated, collapsing reaction time from days to minutes.
Lower cost per opportunity
Intent-led targeting is associated with ~25% lower acquisition cost and ~37% higher conversion.
Reps stay selling
The meeting agent handles prep, context, and CRM admin so reps spend their time in live conversations.
Live in weeks, not quarters — layered onto your existing stack.
Connect
Wire up CRM, web analytics, and intent feeds. Define ICP and target-account list.
Score
Deploy the time-decay model; calibrate signal weights and the Buyer Heat Score.
Route
Stand up displacement alerts, SLA timers, and rep assignment rules.
Assist
Roll out the meeting-participant agent for pre-call briefs and CRM sync.
Optimize
Feed won/lost outcomes back to tune decay curves and weights continuously.
Plugs into your stack
CRM
Salesforce · HubSpot · Microsoft Dynamics
Intent & data
Bombora · G2 · 6sense · ZoomInfo
Alerting
Slack · Microsoft Teams · email
Meetings
Zoom · Gong · Fireflies · calendar
Governance: ICP and guardrails you define · human approval on high-stakes outreach · full activity logging to the CRM · GDPR-aligned handling of intent and engagement data.
Turn your existing intent data into a speed-to-lead advantage.
A Signal-First Predictive Sales Engine converts active buying intent into a measurable competitive-displacement edge — powered by always-on agents and a rep-facing copilot.
Celthrac — incubating agentic AI for B2B revenue teams. EU-native, GDPR-aligned, human-on-the-loop.