PLACER
AI-assisted accommodation matching

Know where a client can go, before dialling.

PLACER calls providers, turns conversations into data, and matches each vacancy against a worker’s caseload, without forcing providers to maintain another portal.

Vacancy boardSun 13 Sep
Kerrison St Rooming HouseRe-check$215/wk · checked 4 days agoMatching paused
Brightwater LodgeVerified$180/wk · checked yesterday2 client matches
Harrow Court UnitsRe-check$205/wk · checked 5 days ago1 unconfirmed
Delacey Rd · share houseExpired$260/wk · checked 12 days agoMatching paused
1 vacancy needs re-checking

There are many homeless people in Victoria.

Frontline housing workers are responsible for matching clients with suitable accommodation, yet they often lack reliable, real time information about which providers have vacancies and whether those providers can meet a client's needs.

Verified · frontline interview
1–2hours a day
lost per worker to housing coordination. PLACER removes this.
Observed in a direct frontline worker interview, September 2026.
Modelled scenario · base case
$10.8ma year
of indicative annual labour capacity released across 500 Victorian workers.
Worker time redirected to client-facing support — not budget savings. See the model
71provider / access-point records mapped from public sources · verified
105,126Victorian specialist homelessness service clients, 2024–25 (AIHW) · verified
Today

A social worker gets a client list and a provider list. Nothing else.

To place one client, a worker calls providers one by one to find out what is available, who they accept, what it costs, and what would rule the client out. This process is repetitive, slow, and takes time away from assessing and supporting clients.

Example daily sequence for a social worker0 hr 08 min elapsed
Client needs housing → worker checks requirements
1Brightwater LodgeNo vacancy8 min
2Kerrison St Rooming HouseWrong cohort — youth only11 min
3St Aubyn TransitionalLeft a message, waiting on a call back6 min
4Harrow Court UnitsVacancy, but screening criteria unclear12 min
5Marlowe RdSuitable — can hold until 4pm13 min
6Worker writes it all up by handNotes, referral form, spreadsheet row9 min
One vacancy found. Details written up by hand.0 hr 59 min
~10 min
per provider conversation
15 - 30
clients on the caseload this repeats across
1-2 hours
a day on housing related coordination

Workflow figures from a direct frontline worker interview, September 2026. Provider names and call outcomes above are illustrative.

With PLACER

The same six steps, made easier, in one place.

PLACER now does thisThe worker does this
ClientStep 1 of 6
Synthetic demo client
SYN-025 · 41 · Sunshine
One parent with 3 children · household of 4 · at risk of homelessness
Age / cohort
41 · adult with children
Region
Melbourne — West
Housing status
At risk of homelessness
Household
1 adult, 3 children
Income
JobSeeker
Affordability stress
Yes
Mental health
Support required
Family violence
Yes
Alcohol / other drugs
Not recorded
Accessibility
Not required

Drawn from our 100 record synthetic caseload. Distributions are calibrated to AIHW Victorian aggregates; the individual is fictional.

The network

The network already exists. The live information layer doesn’t.

Every point below is a real, publicly listed provider or access point we researched and recorded. Switch layers to see what changes when vacancy freshness is added on top.

Layer
Provider / access point on public record71 of 71 records shown
71
provider / access-point records

Researched from public sources on 13 September 2026. This is not every homelessness service in Victoria — it is the set we have mapped and verified against published material.

Public service information tells us who a provider serves. It does not tell a worker what is available today.

Where eligibility information was not publicly stated, we recorded it as unknown rather than guessing.

Select any point on the map to read its record.

The caseload

Matching is more than finding an empty bed.

A client is not simply “homeless”. Placement suitability depends on needs, eligibility and affordability, and those needs overlap.

Needs present across the 100 synthetic profiles - from real data

Synthetic profiles · AIHW-calibrated
Family or domestic violence44%
Financial difficulties46%
Currently experiencing homelessness40%
Housing affordability stress37%
Mental health issue31%
First Nations14%
Problematic alcohol or other drug use8%
Disability4%
Accessibility required2%

Percentages are counted directly from the supplied 100-record dataset (n = 100, so each count is also a percentage). The profiles are fictional; their distributions were calibrated against AIHW Specialist Homelessness Services aggregates for Victoria. Convictions, warrants, violence history and previous housing issues are scenario-only demo fields and are deliberately excluded here — no suitable public prevalence data exists for them.

Living arrangement

One parent with child/ren34%
Living alone34%
Other family or group17%
Couple with child/ren10%
Couple without child/ren5%

Household shape decides what kind of property is even possible. A single room cannot take a parent with three children, however free it is tonight.

Synthetic demo client
SYN-025
Age41
RegionMelbourne — West
Preferred areaSunshine
RemotenessMajor Cities
Living arrangementOne parent with child/ren
Household size4
Housing statusAt risk of homelessness
Income typeJobSeeker
Affordability stressYes
Family / domestic violenceYes
Mental health issueYes
Problematic AODNo
DisabilityNo
Scenario-only fields
Convictions, warrants, violence history and previous housing issues appear in the demo because some providers screen on them. They carry no claim about real Victorian prevalence.
Two sides of the match

Explainable, line by line.

No opaque score. Each criterion is compared, and each comparison is shown — including the ones the provider never answered.

Provider / vacancy
LocationSunshine, 2.4 km
Available from18 September
Rent$215/week
Public cohortFamilies
Support offeredTenancy support on site
AOD acceptanceAccepted
AccessibilityGround floor
FreshnessChecked just now
Match engine
✓Suburb matches preferred area
✓Available before the current tenancy ends
✓Rent within affordability threshold
✓Family cohort accepted
✓Mental health support available on site
✓AOD accepted — no exclusion
✓Step-free access not required
✓Vacancy confirmed within the hour
High match
Eligible · 7 of 7 stated criteria confirmed
Client
Preferred areaSunshine
IncomeJobSeeker
Household1 adult, 3 children
Age / cohort41 · adult with children
Support needsMental health
AODNot disclosed
AccessibilityNot required
AffordabilityWithin 40% of income
Why the call

Providers don’t need another portal.

Instead of relying on every accommodation provider to continuously log into and maintain another system, PLACER converts ordinary provider conversations into structured, time-stamped vacancy data.

Step 1
Provider conversation
The agent rings and asks the same questions a worker would.
Step 2
Transcript
The call is transcribed and kept alongside the record.
Step 3
Structured vacancy
Availability, rent, cohort and conditions become fields.
Step 4
Vacancy board
Every record carries a time stamp and a freshness state.
Step 5
Client match
Vacancies are compared against the caseload, with reasons.
Freshness is shown on every record
Checked just now
Confirmed in this session. Safe to act on.
Checked yesterday
Recent enough to shortlist, worth a confirming call before travel.
Re-check
Past the freshness window. Shown, but flagged as uncertain.
Expired
Too old to trust. Matching is paused until it is re-confirmed.
Modelled scenario

Give frontline workers their time back.

Indicative annual labour capacity released, if each relevant worker saves 1.5 hours per working day. This represents worker time redirected from repetitive coordination to client-facing support; cash savings would depend on actual expenditure changes.

250relevant workers · 90,000 coordination hrs/yearConservative
$5.40m
500relevant workers · 180,000 coordination hrs/yearBase case
$10.8m
750relevant workers · 270,000 coordination hrs/yearUpside
$16.20m
Beyond the hours saved

Fewer failed referrals

Workers can avoid preparing referrals for services that are full or clearly unsuitable.

Provider time

Fewer repetitive vacancy-check calls also reduce provider-side administration.

System planning

Aggregated vacancy, demand and rejection patterns can reveal where supply does not match demand.

Trust, safety and limits

Privacy

The demo contains no real client records.

De-identified calling

The voice agent shares eligibility requirements, not unnecessary identifying client information.

Disclosure

Automated calls begin with an automated-call disclosure.

Human decision

Workers remain responsible for reviewing and confirming the placement decision.

Better information cannot create beds.

The system improves information and matching efficiency. It does not solve the underlying shortage of accommodation supply. AIHW reports that in 2024–25, 31% of clients nationally who needed short-term or emergency accommodation had that need neither provided nor referred.

If it works here

The same matching layer applies wherever a worker has to ring around to find a place tonight.

Validated here
Victorian homelessness services
Next
Australian homelessness services
Adjacent
Family violence accommodation
Adjacent
Foster and out-of-home care
Adjacent
Other crisis shelter matching

Spend less time finding a vacancy. Spend more time helping the person.

Built in Melbourne for the Forward Hackathon, September 2026.