01 / The problem
The problem
Independent businesses must coordinate acquisition, intake, estimating and customer decisions with limited administrative capacity. Technical skill alone does not make that work continuous.
Investors and programs
A large operating problem. A specific first product test.
ToFIXUp is developing an AI operating layer for independent automotive service businesses. MasterFIXs supplies the operating perspective; FIXUpLeads and QuickFIXestimate provide the initial product focus.
02 / The first product
The first product
Connect lead management and preliminary estimating through follow-up to a Repair Event confirmed by the required down payment.
03 / The expansion
The expansion
Use validated workflows to develop shared operations, customer relationships and a network connecting demand, talent and infrastructure.
Built from operations
Selected operating evidence
These historical counts come from the MasterFIXs operating records reviewed for the October 2026 project snapshot.
Incoming FIXLine records
September 20–October 19, 2026A count of channel activity. Repeat contacts and different workshop matters may be included.
Estimating documents
Partial inventory as of October 19, 2026A selected collection of operating documents, rather than a count of completed or paid repairs.
MasterFIXs operating-record review, October 19, 2026. Underlying customer records are not published.
Development priorities
Progress through evidence.
Define the useful first workflow
Study intake, preliminary estimating and the customer decision. Specify responsibilities and the measures that will test value.
Build the two initial products
Connect FIXUpLeads and QuickFIXestimate, with the minimum coordination needed to support a responsible handoff.
Validate with operators
Test actual effort, customer clarity and confirmed commercial outcomes before widening product commitments.
Develop the managed network
Expand the operating and relationship layers as quality, participation and viable economics can be demonstrated.
The business thesis
An operating model to validate
The long-term thesis is shared commercial and administrative capability around independent technical execution. Packaging, pricing, adoption and the economics of providing that support will be tested with the offering; no revenue forecast or demonstrated cost saving is asserted here.
Currently seeking
- Technical collaborators and potential founding engineers
- Independent businesses for pilot validation
- Applied AI and automotive ecosystem partners
- Accelerator and early-stage investment conversations
- Voice, workflow and estimating technology partners
A concise public overview
Take the conversation with you.
Public overview of the problem, starting point and development plan.
Two pages covering the problem, founder, initial priorities and network vision.
PDF · 2 pages · approximately 2 MB
Further operating context can be discussed directly where appropriate. Private customer records, implementation details and internal planning documents are not part of this public portal.
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