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OUTBOUND SALES AGENTS AND AI SDRS

Improve the whole outbound agent, not just the first message.

Connect the agent you already run. Put it through realistic, multi-day buyer journeys. Find where the workflow loses prospects, improve the harness, verify the next version against the same market, and keep monitoring trajectories in production.

OUTBOUND AGENT WORKSPACE
SIMULATION → PRODUCTION
OUTBOUND WORKFLOW

Your connected AI SDR

CONNECTED
REVIEWED MARKET

ICP buyers with evolving intent

TRAJECTORY EVIDENCE

Every action linked to an outcome

Buyer journeys

Workflow loss

Paired versions

Production drift

CLOSED LOOP
SIM ↻ PROD

Test. Improve. Monitor. Repeat.

Production failures become regression coverage.

01

THE COMPLETE OPERATING LOOP

One workspace for the full life of an outbound agent.

Sentinium connects controlled simulation with real production evidence. Build the market once, test the complete motion, improve the agent against stable evidence, and feed confirmed live failures back into the next version.

FROM BUILD TO PRODUCTION

Ship an outbound agent that keeps getting better.

Each capability closes a gap between a convincing demo and an agent that performs reliably across real buyer journeys.

Connect the agent you already run

Bring the existing agent and its real workflow into Sentinium. Keep prompts, policies, tools, waits, and stop behavior in the loop.

Build a reviewed buyer world

Define the ICP and market, review every persona, choose guardrails, and freeze a reusable world for every agent version.

Run complete buyer journeys

Advance delayed replies, follow-ups, objections, scheduling, and changing buyer state across one day to one year of virtual time.

Improve against stable evidence

Find the loss, change the harness, and compare versions against the same world and byte-identical personas.

Monitor the live agent

Evaluate production trajectories against a promoted simulation baseline, surface drift, and preserve confirmed failures as regression coverage.

02

CONVERSION INTELLIGENCE

Find where the revenue motion breaks, and what to change next.

Conversion intelligence is one part of the Sentinium loop. It connects each stalled cohort to the conversations, actions, tool results, and agent telemetry behind it, then points to the harness layer worth changing.

THE OUTBOUND FUNNEL

See exactly where prospects move, stall, and fall out.

Sentinium measures seven evidence-backed stages. A verbal time agreement, for example, does not become a booked meeting until successful calendar evidence exists.

  1. STAGE 01

    Meaningful reply

    The prospect engages with substance.

  2. STAGE 02

    Positive interest

    The prospect expresses openness or interest.

  3. STAGE 03

    Qualified interest

    Interest includes a plausible evaluation or use case.

  4. STAGE 04

    Meeting proposed

    A meeting or demo enters the conversation.

  5. STAGE 05

    Time agreed

    The prospect explicitly accepts a time.

  6. STAGE 06

    Calendar created

    Successful calendar-tool evidence is observed.

  7. STAGE 07

    Booked & confirmed

    Time agreement and calendar creation both hold.

THE IMPROVEMENT LOOP

Simulate. Diagnose. Change. Verify. Monitor.

Keep the market stable while the agent changes, then carry what production teaches you back into simulation.

  1. 01

    Simulate the whole motion

    Run the connected agent across a reviewed market of ICP buyers with evolving intent, realistic timing, and explicit guardrails.

  2. 02

    Find the source of loss

    Move from aggregate outcomes into the affected cohort, full conversation, agent actions, tool results, and telemetry evidence.

  3. 03

    Change the right layer

    Improve the prompt, context, policy, model, tool, orchestration, adapter, or monitoring instead of a proxy score.

  4. 04

    Verify and keep learning

    Rerun against the same market, compare the versions, then use production failures to strengthen the next regression suite.

SEE THE EVIDENCE

Read how a complete buyer-world simulation exposed a launch-blocking Ava failure.

PRACTICAL AI SDR GUIDES

Build the evidence behind an outbound-agent release.

Use these guides to design complete tests, compare versions, measure the funnel, monitor production behavior, and turn confirmed failures into regression coverage.

How to test an AI SDR before launch

A practical release framework for testing the real outbound agent across complete buyer journeys, business outcomes, stops, and handoffs.

Read guide

AI SDR simulation versus transcript evaluation

Transcript review explains what happened in one past conversation. Simulation tests how an agent behaves as buyers, time, tools, and consequences change.

Read guide

How to compare two AI SDR versions

Use paired buyer worlds to separate real behavioral changes from audience noise, then inspect the trajectories behind every important delta.

Read guide

How to test multi-day AI SDR sequences

Test delayed replies, follow-up timing, memory, objections, scheduling, stops, and handoffs as one stateful buyer journey.

Read guide

Production monitoring for AI SDRs

Monitor version-scoped outbound trajectories against a reviewed baseline, investigate drift, and carry confirmed failures into the next release cycle.

Read guide

How to measure an AI SDR funnel

Define evidence-backed stages from meaningful reply to booked meeting, then trace every stalled cohort to the workflow that produced it.

Read guide

Testing AI SDR opt-outs and human handoffs

Verify stop signals, exclusions, suppression, escalation, and context transfer across the full outbound workflow, not just one response.

Read guide

Turn AI SDR production failures into regression tests

Convert confirmed live failures into reviewed, privacy-minimized scenarios that every candidate agent must face before release.

Read guide

END-TO-END WORKFLOW COVERAGE

Improve the motion, not just the message.

Follow the connected behavior across the parts of outbound that compound into pipeline and customer trust.

Prospect and context intake

Check how the agent uses ICP context, buyer state, approved claims, and account constraints before outreach begins.

Messaging and sequencing

Follow personalization, value propositions, follow-up timing, frequency, and content across the complete sequence.

Reply and objection handling

See whether the agent interprets replies correctly, adapts to objections, and preserves context across touches.

Qualification progression

Track which conversations advance from engagement to qualified interest, and exactly where others stall.

Meeting orchestration

Require evidence as the workflow moves from a proposed meeting to an agreed time, calendar creation, and confirmation.

Stops, exclusions, and handoffs

Verify opt-outs, do-not-contact rules, account exclusions, and human escalation across later workflow steps.

03

PRODUCTION MONITORING

Keep learning after the agent meets real prospects.

Promote a reviewed simulation profile, route complete production trajectories into a version-scoped stream, and compare live behavior with the baseline. Confirmed failures can become privacy-minimized, human-reviewed regression scenarios for the next agent version.

Behavioral baselines Drift detection Reviewed regressions

WHO IT IS FOR

One operating loop for every team responsible for outbound performance.

AI SDR and AI BDR companies

Improve every agent, model, playbook, and customer configuration before launch. Keep watching after it reaches production.

Outbound agencies

Validate customer-specific targeting, messaging, cadence, and escalation behavior before an autonomous motion reaches a client’s market.

Revenue, product, and AI teams

Give every team one shared view of business outcomes, workflow failures, trace evidence, and version-to-version improvement.

OUTBOUND SALES AGENTS AND AI SDRS FAQ

What teams ask before bringing their agent into Sentinium.

What does Sentinium do for outbound sales agents and AI SDRs?

Sentinium gives teams one workspace to simulate, improve, compare, and monitor outbound agents. It runs the real agent through reviewed buyer worlds, explains where the full workflow loses prospects, verifies changes against the same population, and watches production trajectories for drift and recurring failures.

Does Sentinium test the real outbound sales agent?

Yes. Sentinium connects to the agent you already run and exercises its actual prompts, policies, tools, scheduling, and stop behavior. You do not need to build a separate demo agent for the simulation.

How is this different from scoring an outbound email?

Email scoring examines one output. Sentinium follows the full buyer journey across context, messages, waits, replies, objections, qualification, scheduling, tool use, stop signals, and handoffs, then connects the business outcome to the trajectory that produced it.

What is conversion intelligence in Sentinium?

Conversion intelligence is one part of the product. It shows how prospects progress from meaningful reply to booked and confirmed meeting, identifies the cohorts that stall, and links each leak to trace evidence and a concrete harness change to test.

How does Sentinium compare two AI SDR versions?

Sentinium runs the baseline and candidate against the same frozen world and byte-identical personas. The paired comparison shows whether business outcomes improved and whether any guardrail or workflow behavior regressed.

How long can an outbound-agent simulation run?

The simulation horizon can be set from one day to one year of virtual time. Event-driven time advances through delayed replies and scheduled follow-ups, so teams can test multi-day or multi-week behavior without waiting for the real calendar to pass.

Can Sentinium monitor an AI SDR in production?

Yes. Teams can route version-scoped production trajectories into Sentinium, evaluate them against a promoted simulation profile, investigate behavioral drift, and turn confirmed failures into reviewed regression scenarios for the next agent version.

OUTBOUND SALES AGENTS AND AI SDRS

See how your agent performs across the whole buyer journey.

Connect your outbound sales agent and run your first three simulations free. No credit card required.