Industry

Marketplaces

Provider onboarding, listing assistance, moderation and two-sided support agents.

Where the opportunity is

We have built and sold marketplace products, so the focus here is the thing that actually determines whether a marketplace works: supply quality. Providers who abandon onboarding and listings too poor to surface in search are software problems before they are marketing problems.

The problem

What operators tell us

Sector-specific constraints, rather than a generic list of business problems.

  • Providers start onboarding and abandon it before completion.
  • Listings are incomplete, so search returns nothing useful.
  • Moderation is manual and does not scale with listing volume.
  • Both sides of the marketplace need support and the team serves neither well.
  • Provider payouts and commissions are reconciled by hand.
Proposed workflows

What we would actually build

Concrete workflows for this sector. Each is a bounded job with a measurable result.

01

Provider onboarding agent

Guides providers through onboarding, chases missing documents and details, and provisions access on completion.

02

Listing creation assistance

Helps providers produce complete, searchable listings from minimal input, improving discovery.

03

Automated moderation

Screens listings against your policy before publication, routing edge cases to human review.

04

Two-sided support

Separate grounded agents for customer and provider questions, each with its own approved content.

05

Matching and discovery

Category structure, search and ranking that surfaces relevant supply to demand.

06

Payout reconciliation

Split payments, commission and provider settlement reconciled by the system.

Benefits

What changes operationally

Realistic operational changes. We measure the specific numbers for your business rather than quoting industry averages.

  • More providers completing onboarding without manual chasing
  • Listings complete enough to be found and compared
  • Moderation that scales with listing volume
  • Provider settlement reconciled rather than assembled in spreadsheets
Relevant work

What we have built in this area

Our own commercial products and delivered project work. We do not publish client outcomes we cannot evidence.

UniBookerClassify

See our work and project archive

Questions

Marketplaces — FAQs

Can we start from UniBooker or Classify?

Where your model fits, yes, and it is faster and cheaper than building from scratch. We assess fit against your actual requirements first.

How does automated moderation avoid false rejections?

Confidence thresholds route uncertain cases to human review rather than rejecting them. You set the threshold based on the cost of each error type.

Can agents improve listing quality?

This is where they help most: assisted listing creation raises completeness, which directly affects whether supply is discoverable.

Next step

Have an AI or software
challenge to solve?

Let's evaluate your requirements and design a practical, secure and scalable solution for your business. We will tell you honestly whether AI is the right tool, and outline what a first build looks like.

Talk to our team Hire a developer
  • No obligation, no scripted pitch
  • Talk to engineers, not account managers
  • One-week minimum engagement available