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Decision intelligence

Make the next
action count.

Decision intelligence for businesses where every action has a cost. Cairnwise turns the raw data you already have into the next action that earns its cost: the right time, channel, agent and message, inside your rules, and measured against a holdout.

Start a pilot Read the cairn
Cairnwise, pronounced KAIRN-wise
Every outcome becomes new raw data 04Profitableaction 03Decision 02Rules ↑ Enrich 01Raw data
01 · The Cairnwise story

A cairn tells you where to go next.

Travelers stack stones to mark the path. You don't need the whole map; you need the next marker, and confidence that it's the right one. Cairnwise does the same for every decision. Read it from the bottom up: raw data at the base, enriched only with what matters, then rules, a decision, and a profitable action at the top.

cairn /kɛərn/ + wise. Wayfinding judgment. Say it KAIRN-wise.

  1. 04

    Profitable action

    The waymark: the step that earns its keep. Its outcome becomes new raw data at the base.

    Waymark
  2. 03

    Decision

    Each permitted action is weighed against what it costs, including the option to wait.

    Weigh cost
  3. 02

    Rules

    Compliance and business requirements shape what is allowed, before any model runs.

    Allowed first
  4. +

    Enrich

    Append only what matters and leave the noise. Anything not actionable is waste.

    Signal only
  5. 01

    Raw data

    The broad base: what is already known about each case, unrefined.

    The base
02 · How it decides

Every action earns its cost.

Each case runs the same loop, every day. Raw data is enriched only with what matters, rules come before any model, and “wait” is always an option when no action is worth what it costs.

  1. 01

    Raw data

    Case data and customer signals you already hold. Start here, before any spend on outreach.

  2. 02

    Enrich

    Append only what matters and leave the noise. Each addition must be able to change the next action.

  3. 03

    Rules

    Hard compliance gates, suppressions, consent and contact limits.

  4. 04

    Decision

    Who, when, which channel, which agent, which message, or wait.

  5. 05

    Profitable action

    The next action whose expected value beats its cost.

  6. 06

    Learn

    Every outcome is recorded, compared to a holdout, and fed back as new raw data.

Anything not actionable is waste.Data that can't change a decision is noise you paid for. Cairnwise enriches only with what moves the next action.

The right time, channel, agent and message.

Before any paid outreach, Cairnwise builds a persona for each customer from the raw data you already have. That persona picks the message most likely to work, and decides when, where and by whom it is delivered.

Persona

Know who you're talking to

Fast-payer and customer personas, set at the start and refined by every outcome, point to the message most likely to land.

Time

When they can act

Timed to income and payday cycles, always inside permitted contact hours.

Channel

Lowest-cost compliant first

Digital and self-serve before an agent, escalating only when it pays.

Agent

The right person

Matched on language, skill and segment results; the same agent on callbacks.

Message

What will work

Persona-driven playbooks, each one tested against a control.

Persona at the start→Message→Time · Channel · Agent→Outcome refines the persona

Know why they act.

Models predict who will act. Motivation explains why, and that decides the message, the channel, the time and the agent. Segments are reassigned after every meaningful event, and never built on protected traits or their proxies.

  • Willingness

    Is the customer inclined to act? Engagement history and responses shape the message.

  • Ability

    Can they act today? Ability-to-pay signals decide what to offer and how much to ask.

  • Income timing

    When does money arrive? Contact lands in the days after payday, not the days before.

  • Re-segmenting

    Every outcome is a signal. A promise, a payment, a broken plan or silence moves the customer to a new segment.

Raw data first.

Enrich before you spend on outreach. Start with the raw data you already have, then append each next layer only when it would change the decision. Anything not actionable is waste.

  1. 01

    Data you already hold

    Clean and match your own case data, history and current scores. Mandatory scrubs run on every case.

    Relative cost
  2. 02

    Contact validation

    Phone type and status, reassigned-number checks, email validity, address updates.

  3. 03

    Contact append

    New phones, addresses and emails, only when no good contact is on file.

  4. 04

    Premium attributes

    Bureau or third-party data, only when the answer would change the strategy.

The gate rule

Buy the next step only when the expected lift beats its cost.

Mandatory compliance scrubs always run. Cases that don't clear a gate stay on required notices and consented digital channels until a new signal arrives.

Bar length shows relative cost tier per case. Illustrative, not vendor prices.

Compliance built in.

Rules run before any model. Every action is checked against the rules that apply to it before it is scored, and logged as audit evidence.

The rules layer

The rules engine is code, not a model, and it always wins.

Models only choose among permitted actions. Your compliance team can see why each step was allowed, and why it was taken.

Hard gates

Regulatory and client requirements that no score can override.

Consent

Channel-level consent checked before every automated call, text or email.

Contact limits

Frequency caps and permitted hours in the customer's local time.

Suppressions and opt-outs

Honored in real time, across every channel.

Data use

Data used only for its permitted purpose. No protected traits or proxies.

Audit trail

Every decision logged with the rules checked and the reason chosen.

03 · What you get

More outcome from every action.

Effort is usually spread evenly. Payoff isn't. Cairnwise moves spend to the cases and actions where it changes the result, and proves it.

01

Outcome yield

More resolved cases per action taken, by choosing the action, and the moment, most likely to work.

Fewer touches, better aimed.
02

Value, net of cost

Every decision is scored on what it returns minus what it costs: contact, labor, data and compute.

The next step should earn its keep.
03

Lowest-cost routing

The lowest-cost compliant channel first, and right-sized compute: lighter models for routine calls, heavier ones only when they change the answer.

Pay only for what changes the answer.
04

Recursive learning

Every outcome feeds back as new raw data. Models retrain against a standing holdout, so gains are measured, not assumed.

Every outcome adds a stone.
04 · Who it's for

Horizontal by design.
Collections first.

Cairnwise is for any business where data and actions cost money and outcomes must be maximized. We start where the cost of every step is most visible.

First vertical

Collections

Choose the next contact, channel, message or data purchase for each account, and which accounts get nothing yet.

Expansion

Lending

Decide when added verification or bureau data is worth its price before an approval decision.

Expansion

Insurance

Sequence claims and underwriting checks so costly investigation goes where it changes the outcome.

Expansion

Healthcare revenue

Prioritize eligibility checks, follow-up and patient outreach where each touch has a cost.

Expansion

Retention

Spend save offers and outreach on the customers where they make a difference.

Built for heads of operationsstrategy and analytics leadscompliance and risk owners
05 · How a pilot works

Read-only first. Built to prove it.

Cairnwise plugs into the systems you already run. It starts read-only, runs against a randomized holdout on your current strategy, and scales only what the evidence supports.

We plug in YOUR SYSTEMS System of recordDialer and channelsSelf-serve portalConsent + suppressionHistorical outcomes READ-ONLY NEXT ACTIONS cairnwise decides the next action Out: action lists + strategy codes YOUR SYSTEMS System of recordDialer and channelsSelf-serve portalConsent + suppressionHistorical outcomes READ-ONLY ACTIONS cairnwise decides the next action Out: action lists + strategy codes

Feeds come in read-only from the systems you already run. Opt-outs flow in real time. Cairnwise sends back only what your teams need to act on, and never needs payment card or bank account numbers.

The pilot path
  1. Foundation

    Agree on the finish line

    Define the outcomes that matter and the full cost of each action. Set up read-only feeds and your rules. Your current strategy becomes the baseline to beat.

  2. Back-test

    Prove it on history

    Personas, scoring and playbooks run on your historical data. They must beat the baseline before anything goes live.

  3. Live pilot

    Run against a holdout

    New cases are randomized: a holdout stays on your current strategy, the test group follows Cairnwise, inside your rules.

  4. Go / no-go

    Read the result

    Better outcomes at equal or lower cost, zero compliance defects, and complaints at or below the holdout. Scale only what wins.

Primary

Outcome rate

Resolved value as a share of value placed, by cohort.

Target: set with you
Primary

Net value per case

What each case returns minus all contact, data and compute costs.

Target: set with you
Cost

Cost to resolve

Labor, telecom, letters and data per unit of value resolved.

Target: set with you
Effort

Contacts per resolution

Attempts and conversations per resolved case.

Target: set with you
Guardrail

Complaints and QA flags

Complaints, disputes, opt-outs and compliance blocks.

At or below the holdout

No borrowed numbers. You won't find invented benchmarks or testimonials here. The only figures that matter are the ones your holdout produces.

Ready to place the next marker?

If every action in your business has a cost, let's find where a read-only, holdout-measured pilot could start.

Start a pilot hello@getcairnwise.com