enSeller home

Platform

Value first. Then spend.

enSeller sits between your users and your models. Before any paid work starts, it decides what the moment is worth and what that value can fund. Then it delivers, labels and accounts for every commercial action.

How a single interaction runs

  1. Understand

    What the person is asking for, in their own words, and what they have chosen to share.

  2. Value

    What this opportunity is worth to you, from rules and values you set.

  3. Fund

    The best answer that value can pay for: the model, what it reasons from and how much it can write, priced before it starts.

  4. Deliver and pay back

    The answer, plus any relevant, labelled offer, with a receipt of what was spent and why.

What a better-funded answer gets

Budget is not only a choice of model. It decides how well the AI can think about this person's request, and how much it can give them back.

A more capable model

Stronger reasoning for the requests that deserve it.

Better information to reason from

More research, more of the person's own context and more reference material, read before it answers.

Room to say more

A longer, more detailed answer: more sections, more options, a fuller plan.

The usual model, and the enSeller model

Usual AI productWith enSeller
What each request getsThe same model and depth for everyoneA model, information and length matched to what the moment is worth
CostDiscovered on the monthly billPriced and covered before it runs
RevenueSubscriptions, or noneRelevant offers, leads and upgrades, per interaction
AdvertisingBanners beside the product, or nothingClearly labelled offers matched to the moment
AccountabilityLogsA receipt for every commercial decision

What you control

Values

What a detail, a request or a lead is worth to your business.

Levels

What each level of answer includes, and which models it may use.

Limits

Daily ceilings, per-visitor limits and spend caps that are never exceeded.

Offers

Your own offers, or third-party ones, and where they may appear.

Disclosure

How offers are labelled, so people always know what is sponsored.

Reporting

Leads, spend and outcomes in one dashboard.

Every interaction, on the record

The operator console shows what each answer earned, what it cost and how the business is trending, and every figure reconciles to the receipt behind it.

Operator dashboard showing profit, billed revenue, compute cost and revenue by hour
The dashboard: profit, revenue and compute cost at a glance. Operator console, shown with demo advertisers and demo traffic.
Economics view with answers per day, revenue and cost per answer, and run-rate projections
Economics: revenue and cost per answer, and what the current mix projects to by day, week and month. Operator console, shown with demo advertisers and demo traffic.

The model never sees the offers

Offers are chosen before the answer is written. The model writing the answer never sees them, so they cannot steer what it says. As the answer streams, each offer appears, labelled, at the point it relates to. Where an offer cannot be shown honestly, none is shown.

A clearly labelled offer inside a report
Every offer carries a clear label.