Know who you're talking to
Built fast at the start, refined by every outcome, pointing to the message most likely to work.
Decision intelligence
Every step matters.
We mark the ones worth taking.
Make the next action count.
Calls, letters, visits, offers and data pulls each carry a price, and every outcome carries an economic value. Cairnwise weighs one against the other and picks the next action for each account: the right time, channel, agent and message, or the choice to wait. It filters out the noise. Each decision is a waymark that keeps you on course to the outcome you want, inside your rules and proven against a holdout.
Not more data. The right data.Read-only firstYour rules before any modelMeasured against a holdout
We lay the stones that keep you on track to your destination.
Cairnwise, pronounced KAIRN-wise
01 · The problem
Every action has a cost. Every outcome has a value.
Most teams spread effort evenly, but value doesn't come back evenly. The data is already in your systems. What's missing is a decision: which next action is worth its cost, for which account, right now.
- Calls, visits, letters, offers and data pulls go out whether or not they change the outcome.
- Data gets bought for the whole list when only some of it would change the answer.
- Timing, channel and who makes the contact are left to habit.
- Waiting is rarely treated as a choice, even when it's the right one.
02 · How it works · the path
Every decision is a waymark.
A cairn marks the right path. You don't need the whole map, just the next marker and confidence that it keeps you on course. Every insight we lay down is a stone, or for the small ones, a pebble. Read the cairn from the bottom up: each stone is a step toward the economic outcome you want. Every outcome is where the next journey begins.
- 04Waymark
Profitable action
The waymark: the step worth its cost, the one that moves you toward the outcome. Every outcome is where the next journey begins.
- 03Weigh cost
Decision
Choose the step. Each permitted action is weighed against its cost, including the option to wait.
- 02Allowed first
Rules
The edges of the trail. Regulation, policy and your requirements decide what's allowed, before any model runs.
- +Right data only
Enrich
Add only what would change the next step. Anything not actionable is waste.
- 01The base
Raw data
Where the path starts: what you already know about each account, unrefined.
Account · fictionalIllustrative example
Raw data in
- Activity below this account's usual pattern
- Open offer, 9 days old
- Responded to email before; no recent calls answered
- Agent team near capacity this week
Rules checked
- Contact allowed today, within permitted hours
- Channel preference respected
Options scored · value net of cost
Agent call todayHigher cost
Buy outside data firstNot actionable
Email the offer Tuesday morningChosen
WaitOption
Next waymark
Illustrative example. Not a real account, customer or result.
Email Tuesday morning, and skip the data purchase. Every outcome is where the next journey begins.
Filter out the noise.Not more data, the right data. Anything that can't change a decision is noise you paid for. Cairnwise adds only what moves the next step.
03 · The right move
The right time, channel, agent and message.
A persona for each account is built fast from the raw data you already have, then refined by every outcome. It picks the message most likely to work, and decides when, where and by whom it's delivered.
When they can act
Timed to the moment that matters, always inside permitted hours.
Lowest-cost first
Digital and self-serve before an agent, escalating only when it pays.
The right person
Matched on skill and results, with continuity on follow-ups.
What will work
Playbooks by motivation, each tested against a control.
Willing vs. able.
Models predict who will act. Motivation explains why: is the account inclined to act, and can it act today? Together they decide the message, channel, time and agent. Never built on protected traits or their proxies.
Willing, not yet ableTime it right; offer a plan that fits.
Willing and ableMake it easy: self-serve, now.
Neither, for nowHold spend. Wait for a change.
Able, not yet willingFind out why, then answer it.
Willingness →Ability →
04 · Raw data first
Not more data. The right data.
Start with what you already have. Add each next layer only when it would change the decision. Anything not actionable is waste.
- 01
Data you already hold
Your own records, history and current scores, cleaned and matched. Required checks always run.
Relative cost - 02
Validation
Confirm contacts and details before acting on them.
- 03
Append
New contact or account details, only when what's on file isn't enough.
- 04
Premium third-party data
Only when the answer would change the strategy.
The gate rule
Buy the next layer only when the expected lift beats its cost.
Accounts that don't clear a gate stay on required steps and low-cost channels until something changes.
Bar length shows relative cost tier per account. Illustrative, not vendor prices.
05 · Rules first
Your rules, before any model.
Every action is checked against the rules that apply to it before it's scored, and every decision is logged with the reason it was chosen.
Rules are code, not a model, and they always win.
Models only choose among permitted actions. Your team can see why each step was allowed, and why it was taken.
Hard gates
Regulatory, client and policy requirements no score can override.
Consent & preferences
Checked before contact, by channel.
Limits
Contact frequency, permitted hours, pricing and credit authority.
Audit trail
Every decision logged with the rules checked and the reason chosen.
Rule sets differ by focus area. In collections, for example, the rules layer is designed for FDCPA and Reg F, TCPA and FCRA, with the rule set reviewed by your counsel before go-live.
06 · Where we focus
One idea. Many paths.
The decision layer is the same everywhere. These are the areas where we think we can contribute first. Each one is an idea we're built to test with you, not a result.
Distributors and direct-fulfilling manufacturers
Costly action: rep visits, quote follow-ups, outside data, credit calls.
Economic outcome: orders won, reorders kept, margin per account, cash collected on terms.
Idea, not a resultAgencies and recovery teams
Costly action: calls, letters, texts and data pulls, inside strict contact rules.
Economic outcome: dollars recovered net of contact and data cost, with complaints held down.
Idea, not a resultLenders and credit teams
Costly action: extra verification and bureau data before a decision.
Economic outcome: good approvals and losses avoided, at a lower cost per decision.
Idea, not a resultSubscription and service businesses
Costly action: save offers, discounts and outreach.
Economic outcome: customers kept, net of what the offer cost.
Idea, not a resultAlso exploring:InsuranceHealthcare revenue
07 · Before and after
From habit to the next marker.
What changes when every next step has to earn its cost.
- Every account gets the same cadenceEach account gets the next action worth its cost
- Data bought for the whole listBought only where it changes the decision
- Timing and channel left to habitThe right time, channel, agent and message
- "Trust the model"Every decision logged with the rule checked and the reason chosen
08 · What we'll measure
Your numbers, against your holdout.
Targets are set with you before the live pilot starts, in the metrics your business already runs on. Results are read against a randomized holdout of how you work today.
Primary
Net value per account
What each account returns minus all action, data and compute costs.
Target: set with youPrimary
Outcome rate
The outcome you care about, as a share of accounts or value.
Target: set with youCost
Cost per outcome
Labor, contact and data per unit of value.
Target: set with youEffort
Actions per outcome
Touches needed per resolved account.
Target: set with youGuardrail
Complaints & flags
Complaints, opt-outs and rule blocks.
At or below the holdoutNo borrowed numbers. You won't find invented benchmarks or testimonials here. The only figures that matter are the ones your holdout produces.
09 · How a pilot works
Read-only first. Built to prove it.
About 90 days in three phases. You scale only what beats the holdout.
- Foundation
Agree on the destination
Define the outcomes that matter and the full cost of each action. Set up read-only feeds and your rules. Current practice becomes the baseline to beat.
- Back-test
Prove it on history
Personas, scoring and playbooks run on your history. They must beat the baseline before anything goes live.
- Live pilot
Run against a holdout
A share of accounts follows Cairnwise; a randomized holdout stays on current practice.
- Go / no-go
Read the result
Better outcomes at equal or lower cost, inside your rules. Scale only what wins.
What we need from you
- A read-only historical file of accounts, actions and outcomes (length confirmed per customer)
- Nightly read-only feeds from the systems you already run
- Your rules, and the cost of each action
- One owner on your side to agree targets and read results
What you don't need: to replace your systems. Cairnwise decides; your people and systems act.
10 · Questions
Good questions to ask us.
Short answers. The longer ones are a fit call away.
We already have scores and reports. Why add Cairnwise?
Scores predict and reports record. Cairnwise decides the next action for each account, weighs it against its cost, and proves the result against a holdout. Your current approach becomes the baseline it has to beat.
Does it replace our systems?
No. It reads from the systems you already run and sends back what to do next. Your people and systems still do the work.
Is it a fit for my business?
If you have many accounts, several possible actions for each, a real cost per action and outcomes you can measure in money, it's worth a fit call. See where we focus first.
Do you need payment card or bank account numbers?
No. Cairnwise works from events and outcomes, never card or bank account numbers.
Why the name?
A cairn is a stack of stones that marks the right path. Each insight is a stone, or a pebble for the small ones. We lay the stones that keep you on track to your destination. Say it KAIRN-wise.
Ready to place the next marker?
If every action in your business has a cost, tell us about your accounts and your systems. In 20 minutes we'll tell you whether a read-only, holdout-measured pilot makes sense, and what it would measure.
- 1Fit call, no prep needed
- 2Mutual NDA
- 3Read-only data review and pilot plan