Half the price. Six times the revenue.
HtAG Analytics rebuilt its property-research service on MorpheusOS. A decade of methodology — roughly 150 indicators, the filter cascade, the argued recommendation — became governed operating memory, and the run now executes from a client’s email to a reviewed draft. The price of a brief was cut from $750 to $350, delivery moved from three-to-five briefs a week to fifty, and annual research revenue moved from roughly $150,000 to a run rate approaching $1,000,000 — with measured capacity for fifty briefs a day, no added headcount, and a person on every release.
The numbers, with their baselines.
Every figure below is an operating fact — measured on the running instance against the service’s own baseline. This is the deployment we publish at full depth, because the business running it is ours.
| Before | After | |
|---|---|---|
| Briefs delivered | 3–5 a week | 50 a week |
| Price per brief | $750 | $350 |
| Time per brief | Several days | Minutes, unattended |
| Annual research revenue | ~$150,000 | ~$1,000,000 run rate |
| Measured capacity | Capped by hours | 50 briefs a day |
| Headcount added | — | None |
| Where the team’s hours go | Producing reports | Coaching clients |
| The binding constraint | Research capacity | Customer acquisition |
The methodology did not change. Neither did the team. What changed is which work they do.
The deliverable was never the ranking. It was the argument.
A client submits a brief — a budget, a horizon, a risk tolerance, an objective. HtAG returns the market that best fits it, and the evidence for why. That sentence hides several days of work.
~150 indicators per market
Supply scarcity over four time horizons, socio-economic banding, affordability as years-to-own, cycle position, growth deviation, rental depth, risk composites, transaction confidence.
Meaning lives in the cross-reference
Not one of those numbers means anything alone. A market at twenty-five days on market that has been rising from fifteen tells the opposite story to one at twenty-five falling from fifty.
Then the document
Why this market, for this brief, over every alternative that also qualified. Which indicator carried the decision, at what weight, and why. What the second-best market lacked. What could go wrong.
A research team working at full stretch produced three to five of these a week.
The ceiling was never a staffing problem.
It was a knowledge problem — the exact gap an operating-memory layer exists to close.
The method lived in one head
Built over more than a decade, most of the research was performed by the founder — the method lived in the person who had run it thousands of times, and around him in coaching recordings, checklists and corrections. Hiring did not add capacity for months, because a new analyst cannot be told the method; they have to absorb the judgement inside it.
The quieter cost
The people who understood the method best were the people best placed to explain it to a client — and they were the people spending their weeks assembling documents. And a business whose core process depends on its founder carries a structural discount on its own value: key-person risk is the first thing a buyer prices in.
Growth made it worse
Demand arrived faster than research could be produced, so marketing spend converted into a backlog rather than revenue. At $750 a brief, five a week put the absolute ceiling at $195,000 a year; the service actually ran at roughly $150,000 — and the cap was structural.
Morpheus read the archive — and found where the method contradicted itself.
HtAG gave Morpheus the whole archive: methodology documents, research rules, coaching transcripts, and sixty-seven client engagements’ worth of completed work — including the corrections, rebuttals and version histories that show how conclusions were argued down and rebuilt.
Across the archive, the same metric carried different thresholds in different documents. One reference file treated a socio-economic band as monotonic — higher is always better. The coaching material held the actual research finding: the relationship inverts above a certain price point and holds only for certain horizons. Both were true statements about the method. Only one was the method.
A decade of institutional judgement is not a document. It is a set of rules, exceptions to those rules, and a sense of when the exception applies. Accepting and pruning beliefs — keeping what survives review, retiring what does not — is what turned it into a system where every decision is explicit and every run makes the same one.
Suburb analysis
Interprets every indicator in context — what it means, what it means against the other indicators, and what it means for this particular brief. The cross-referencing that used to be the senior analyst’s job.
Suburb ranking
The filter cascade, then the weighted ranking, then the brief-specific overlays. Hard gates first, in hierarchy order; differentiation across the full qualifying set. The top score is a candidate, never auto-adopted.
Strategy report
Produces the argument — reasoning, comparison set, weighting disclosure, comparables, negotiation position, risks and caveats — in house style, white-labelled to the agency being served.
Together they execute the research deterministically. Same brief, same data, same answer, every time — held to the standards the team spent a decade developing.
Then Morpheus took the rest of the job.
Codifying the method was the first step. Running it was the point. The spine below is the path a healthy run takes; the branches are the two places Morpheus refuses to continue, and the point where the work is handed to a person.
- 01Trigger
A paid request arrives
A research request begins as a form submission and arrives as an email. That email is the trigger — the work starts when the demand does.
- 02Agent
Read the request and parse the Brief Lock
Morpheus reads the submission through the Gmail connector and extracts the structured brief — client, budget band, objective, yield floor, risk profile, horizon, property type, geography, deliverables, existing portfolio, brand context.
Source threadStructured briefMissing-field list - 03Gate
Is the brief complete?
The brief is checked against what the methodology actually requires. The test is binary — there is no partial-credit path.
If a field is missingThe run stops here, and the team is told exactly what is missing. Research never starts on a guess.
- 04Agent
Gather the data, run the method
Morpheus calls the HtAG Developer Portal APIs for the proprietary market data — roughly 150 indicators per market — and reaches out through web search for the external context: the agency’s brand, the client’s business, whatever the report has to be right about beyond the numbers. Then it filters, ranks, overlays and interprets.
Artefact packageWorkspace pathsEvidence trail - 05Agent
Critic check
A separate reviewing step, not the one that produced the work. It tests the package against the brief that authorised it and returns a pass or fail with the issues attached.
- 06Gate
Did the critic pass?
The second binary gate. Its purpose is to keep an unverified or misaligned package from ever becoming something a person might send in a hurry.
If the critic failsThe package is held before a draft is created, and the team is told why. There is nothing sitting in an outbox to be sent by accident.
- 07Connector
Create the draft — for review only
The connector writes a formatted Gmail draft with its artefacts — the branded document, the visual summary, the research-process disclosure, the suburb shortlist. Draft-only is a design decision, not a limitation.
- 08Notify
Tell the team it is ready
Two notifications go out in parallel: one into the workspace channel, one by email. Both say the same thing — the package is prepared and waiting on a person.
- 09Human
A researcher reads it and decides
The reviewer opens the draft, checks it against the artefacts, and sends it or does not. This is the release gate, and it is the reason the rest of the workflow is safe to run at volume.
Gmail
Receives and interprets the research request, and delivers the reviewed package.
HtAG Developer Portal APIs
The proprietary market data. HtAG’s data stays where it is — Morpheus operates above it.
Web search
The external and client-specific context the analysis needs.
Three connections into the business — and nothing about HtAG’s own systems changed to accommodate them.
Don’t take the page’s word for it.
The run these numbers come from — the step record, the timeline and the flow with its gates, straight off the instance. Click any frame to read it at full size.
One inspected run: 8 of 8 steps, 512 seconds — and this particular run took the critic-fail branch and stopped, exactly as designed.
Six things checked before anything is drafted.
The critic is the difference between a system that produces work and a system that is willing to reject its own work. Each check can hold the run on its own.
Brief alignment
Does the output answer the brief that was paid for, or a nearby question the research drifted into?
Evidence
Does every figure trace to a real query, and are the gaps named rather than smoothed over?
Branding
Does the artefact match the agency brand context captured in the brief?
Mandatory sections
Is anything the deliverable is required to contain missing from the package?
Wrong-client leakage
Has any material from another engagement reached this one? This check exists because the risk is real, not theoretical.
File outputs
Do the artefacts actually exist at the paths the draft is about to reference?
Ten fields, or the run does not start.
This is the structure that makes the first gate possible. A brief is either complete against this list or it is not, and the workflow behaves differently in each case.
Client
Who the work is for.
Recipient
Who actually receives it — not always the same person.
Geography or market
The area the research covers.
Goal
What the client is trying to decide.
Budget
The envelope the advice must sit inside.
Dwelling type
The asset class in scope.
Timeframe
The horizon the decision runs over.
Constraints
What is ruled out before work begins.
Requested deliverables
What the client was told they would get.
Brand context
Whose name the artefact carries.
The client and the recipient are separate fields because they are frequently different people, and confusing them is how research reaches the wrong inbox. Encoding that distinction in the brief is what lets a later step check for it.
Not people. Four things with a right answer.
Each one is the kind of work where consistency beats inspiration — where a tired analyst at six o’clock on a Thursday is measurably worse than a rested one on Tuesday morning. That is precisely the work a deterministic system should own.
The administration
Reading the request, extracting the brief, checking it was complete, chasing down what was missing.
The data gathering
Pulling roughly 150 indicators for every market on the list, every time.
The analysis
Filtering, ranking, cross-referencing, overlaying — the codified reasoning the team had already proven over a decade.
The production
Assembling that reasoning into a document, in house style, to the same standard, on every single brief.
None of it was the work the team was hired for.
The numbers that went up are the human ones.
Research only becomes a decision when someone understands it. That explanation is human work — it cannot be codified, and nobody at HtAG wants it to be.
More walkthroughs
A person on camera for every piece of research, taking the client through the reasoning, the alternatives considered and rejected, and what the recommendation means for their position. Production used to compete with this for the same hours — and production always won. That competition is over.
More coaching, more conversations
The team now runs more coaching sessions and holds more client conversations than at any point in the firm’s history — not despite the volume of research going out the door, but because of it.
A person on every release
Every package is drafted, checked, held for review and released by a researcher. Autonomy is earned — and it was never earned on the last step, because the last step is where a client’s trust is on the line.
The price went down. The revenue went up six times.
When the marginal cost of producing a brief collapsed, HtAG cut the price from $750 to $350 — and won the volume that was always waiting behind it. Fifty briefs a week at less than half the old price is a run rate approaching $1,000,000, from roughly $150,000. Cheaper for every client, and substantially larger as a business. That trade is available to any vertical whose expert work has a right answer.
The constraint moved — because capacity did
Measured capacity now stands at fifty briefs a day — at today’s price, more than $6M of annual delivery headroom. Demand no longer throttles at the point of delivery, so marketing spend converts into revenue instead of backlog. The constraint is customer acquisition — a problem a business can actually spend its way through.
The multiple moved with it
Research that once depended on the founder now runs as governed operating memory — inspectable, transferable, independent of any one person. That converts key-person risk into an asset of the business, which is the difference between selling hours and selling a system. Every vertical has a version of this: the multiple follows the method out of the founder’s head.
The codified methodology itself — and the Brief Lock. A decade of judgement, its contradictions resolved, is now the structure every request is measured against and the logic every run applies. The reports did not get thinner — a system that discloses every weight cannot quietly skip a section a tired analyst might. The method did not get replaced. Neither did the people who built it. What got replaced was everything standing between them and their clients.
The five autonomy stages, in full → The other build: the learning loop → All eight domains this runs beside →
What people ask about this build.
Answered against the run record, not the intention.
Are the figures in this case study real?
Yes, with their baselines. Before: three to five briefs a week at $750 each — roughly $150,000 a year against a structural ceiling of $195,000. After: fifty briefs a week at $350 each — a run rate approaching $1,000,000 — with measured capacity for fifty a day, which at today’s price is more than $6M of annual capacity. This is customer zero — HtAG Analytics, run in the open on the product.
Did the workflow replace the research team?
No. It replaced four categories of work — administration, data gathering, codified analysis and document production — each of which has a right answer. The human numbers went up: the team now records more client walkthroughs, runs more coaching sessions and holds more client conversations than at any point in the firm’s history, and a researcher still releases every package.
Does this workflow send email to clients?
No. It creates a Gmail draft and notifies the team. Sending is a manual human action. There is no path through the workflow that releases a client email automatically.
What happens if the brief is incomplete?
The run stops before any research is produced. Morpheus posts a workspace notification and emails the team naming the missing fields, so research never starts on a guess.
What did this do to the value of the business itself?
Before the build, most of the research was performed by the founder — and a business whose core process depends on a key person carries a structural discount on its sale multiple. That process now runs as governed operating memory: documented, inspectable and independent of any individual. Scalable revenue on a transferable system is what buyers pay multiples for — the same reason operators in any vertical embed technology into the business rather than around it.
Is this workflow autonomous?
It prepares unattended and releases nothing. The request email triggers the run, and the analysis, ranking and document production execute end to end — but it stops at two hard gates and again at release. On the five-stage autonomy ladder it sits at Prepare: it drafts the artefact and stops before any external action.