Ledgerline

Ledgerline covers the practical work of buying enterprise AI: choosing a platform, comparing what the quote includes and deciding who will keep it running.
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Decision brief

What the demo leaves out of the price

Before signing, match the demonstration to the quote. Then ask for the right security evidence, work through the running costs and decide what you must get back when the service ends.

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Contents
  1. Find every part of the purchase
  2. Ask for evidence about this setup
  3. Price a whole period of work
  4. Agree what you get back

Find every part of the purchase

Imagine an account-review demo that looks promising: relevant records appear, a draft is written and someone receives it for approval. Now ask what made that possible. The supplier may have used prepared data, extra services or engineering work in its own environment. You need to know which of those ingredients are included in your proposal before treating the demonstration as the thing you are buying.

Google says the Gemini Enterprise app and Agent Platform are separate purchases, billed by seat and consumption respectively. Microsoft requires a standalone Copilot Studio plan for publishing to outside channels.1,2,3,4

Ask for a plain-language list of what the purchase includes: what employees can do, which environments they receive, which systems connect and who sets everything up. Match each essential step in the demo to a line in the proposal. If it depends on an edition or service that has not been quoted, keep it open until the scope includes it. The buying team should be able to explain how the demonstrated process becomes the purchased one.1,4

Ask for evidence about this setup

Nexus confirms that a SOC 2 Type 2 report exists; Ledgerline has not inspected it. WRITER’s documentation places different limits on guardrails and event logs for custom agents.5,6,7

Give your security reviewers the proposed data route and list of products with the evidence request. Let them identify which reports, settings and trial cases they need to examine. A company’s certification badge cannot tell them whether the agent type, model processing and region in this proposal meet their requirements. Settle what is being reviewed before assembling a folder of documents that may cover a different service.

Keep three columns in the review notes: what the supplier says, what evidence it supplies and what your reviewer accepts. Put source citations in the first two as appropriate. Record an accepted report review or a passing trial in the third only after the person responsible has completed it. That distinction matters when a claim is repeated in meetings: repetition should not turn a promised safeguard into one your team has checked.

Price a whole period of work

Relevance AI’s documentation separates Actions from Vendor Credits for model and tool usage. Dify says cloud users can switch to their own API key after message credits run out. Nexus confirms pricing per role automated, without billing for consultant time.8,9,10,5

Give suppliers the same assumptions for a normal operating period and a peak period. Include failed attempts, retries, human review, connected content, setup and changes. With a quote per role, define what the role covers and which change would make it a different scope. With consumption pricing, measure the full trial run. Multiplying the price of a single model call will miss work elsewhere in the process.

For the account review, make separate rows for preparing drafts, refreshing source records, rerunning rejected drafts and reviewing difficult cases. Add your staff’s time managing permissions, quality and suppliers. Ask the budget owner to examine that worksheet alongside the quote. A low published starting price does not tell you which offer costs less once the entire process and the people running it are included.

Agree what you get back

Before the trial starts, list what your organization must keep if it fails or the service later ends: source material, approved outputs, configuration, evaluation examples, activity records and the business procedure. Ask what can be exported, in which format, by whom and while which licenses are still active. A downloaded file is useful only if your team can use it for the next step; it does not automatically let you run the process elsewhere.

Dify’s deployment documentation says changing the database or vector-store setting does not migrate existing data.11

That warning makes the transition work concrete: someone must do it. Ask for a handback plan naming the people responsible and what they depend on. For the account review, require a usable copy of the procedure, accepted drafts and evaluation cases before access ends. Have procurement and legal colleagues examine the actual renewal, termination and data terms. This guide helps you prepare those questions; it does not interpret your contract.11

How to read the evidence

Written by Ledgerline from supplier sources checked November 8, 2026, with editorial analysis dated November 9, 2026. Company confirmations are identified separately. The recommendations and checklists are suggestions for your buying team; Ledgerline has not performed the trial scenarios described here.

  • These are our suggestions for assessing a purchase, not results from product tests.
  • These statements come from supplier material checked November 8, 2026.
  • The published license terms distinguish what each purchase includes. Match the demo steps to the products in your quote.
  • Use this question in your buying review. Ledgerline has not established the answer.
  • Nexus supplied its confirmation directly. The WRITER statements come from dated developer documentation. Neither comes from a test we performed.
  • The usage descriptions are dated November 8, 2026. Nexus supplied its pricing information separately. These are not quotes for the same amount of work.
  • This warning applies to the documented setting change. It shows why you should plan the transition work; it does not mean all migrations are restricted.

Sources

  1. Gemini Enterprise app and Gemini Enterprise Agent Platform must be bought separately.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  2. The app is billed per seat per month and needs an active user license.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  3. Agent Platform uses pay-as-you-go consumption billing.. cloud.google.com/gemini-enterprise/faq, checked November 8, 2026.
  4. Publishing agents to outside channels needs a standalone Copilot Studio plan. microsoft.com/en-us/copilot/pricing/copilot-studio, checked November 8, 2026.
  5. Information supplied by Nexus; public-page verification unavailable. recorded November 8, 2026.
  6. Guardrails used with the API, SDK and Agent Builder apply only to external provider models for now.. dev.writer.com/home/guardrails, checked November 8, 2026.
  7. Event log observability is not yet available for Agent Builder v2 agents.. dev.writer.com/home/event-logs, checked November 8, 2026.
  8. Pro includes 30,000 Actions per year (or 2,500 per month). relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  9. Vendor Credits cover AI model and tool usage passed through at wholesale with no markup. relevanceai.com/docs/get-started/pricing, checked November 8, 2026.
  10. Message credits can be used up, after which the customer can switch to their own API key. dify.ai/pricing, checked November 8, 2026.
  11. Changing DB_TYPE or VECTOR_STORE does not migrate data. docs.dify.ai/en/self-host/deploy/quick-start/docker-compose.md, checked November 8, 2026.