Key points
- It answers, fluently and confidently, that comparable companies pay about 18 percent less.
- 2 Is the cohort actually comparable? A percentile against deals of a different size, region, or edition is a number wearing a costume.
Grounding is a pipeline, not a promise
On ISVCOSELL, "grounded" is a specific, checkable property with three mechanical parts.
Every figure carries a citation tag. When ISVCOSELL answers, each number in the answer is tagged back to its source: the clause in your stored contract, the line on your invoice, or the benchmark cohort it was computed from. The citation is not a footnote for decoration. It is a link you can click, and the source it opens is the evidence you would hand a skeptic.
Answers pass a groundedness check before you see them. After the answer is drafted, a separate check verifies that the claims in it are actually supported by the cited sources. An answer that asserts more than its evidence supports gets caught at this gate, not on your vendor call.
Thin data produces a refusal, not a guess. If your question runs past the edge of the data, a vendor with a small cohort, a metric we do not track, a contract you never uploaded, the honest answer is "the data does not support an answer to this," and that is the answer you get. A procurement AI earns trust faster by declining well than by answering everything.
app.isvcosell.com/ask
Every figure tagged to a clause, an invoice line, or a cohort. Click the tag, see the evidence.
THE SAME JOB, TWICE
TODAY, BY HAND
You ask a general purpose chatbot whether your price is fair, and it answers fluently with a discount figure it cannot source.
To check it, the analyst digs through old analyst reports, a peer's conference anecdote, and a two year old survey PDF.
None of the sources agree, so the number that goes on the vendor call is the one that sounded most confident.
The rep asks where it comes from, the honest answer is nowhere solid, and the vendor learns your numbers can be dismissed for the rest of the deal.
Hours of source-chasing, and the credibility risk is the real cost
WITH ISVCOSELL
Ask ISVCOSELL the pricing question in the Ask screen, scoped to your own contracts and the benchmark cohorts.
Read the answer with a citation tag on every figure: the clause, the invoice line, or the cohort each number came from.
Click through a citation before the call, so the evidence you would hand a skeptic is already open in front of you.
Where the data is thin, take the refusal at face value: no number leaves the building that the sources do not support.
Minutes to an answer you can defend across the table
What changes: hours of source-chasing become minutes, but the arithmetic that matters is credibility. One unsourced number read back to you by a rep can cost the rest of the negotiation; a cited answer drawn from modelled deal cohorts holds when the rep asks where it came from, which is the only test that matters.
"A procurement AI earns trust faster by declining well than by answering everything."
PART TWO
The weekly licensing brief
Want to be updated when major licensing and pricing changes land? One analyst brief a week: the price rises, metric changes and audit campaigns that move software costs. Work email only.
Get the brief
The bar rises when the answer becomes a document
A chat answer is read once. A report is forwarded, quoted in meetings, and pasted into board papers, so its errors travel further and live longer. That is why every report the platform generates, and there are 25+ types, from benchmark narratives to negotiation briefs to portfolio reports, is held to the same standard as the chat: every figure in the narrative is grounded in stored data and citation tagged, the whole document passes the groundedness check before it renders, and the visual standard matches what a human analyst desk would ship.
The discipline shapes the writing too. The reports interpret the data rather than restating it: where the leverage is, where the risk is, what a strong outcome looks like, and what to do first. But interpretation only stands on numbers that check out, which is the whole point of doing grounding first.
app.isvcosell.com/example-report
Report-grade output: the same grounding rules, applied to the document your CFO will forward.
PART THREE
Four checks before any AI number goes to a vendor
These apply to any AI tool, ours included. If a number is about to leave the building, run it through this list.
1 Can you click through to the source? A real citation opens the clause, the invoice line, or the cohort definition. "Based on industry data" is not a citation, it is an alibi.
2 Is the cohort actually comparable? A percentile against deals of a different size, region, or edition is a number wearing a costume. Check what the comparison set is before you lean on where you sit in it.
3 How fresh is the evidence? Enterprise pricing has moved fast for three years. A number from an old market is not conservative, it is wrong in an unknown direction.
4 Does the tool ever say "I do not know"? If you have never seen it refuse, you have no way to calibrate its confidence. An AI that answers everything is telling you something, and it is not good news.
One honest limit to close on. Grounding makes the numbers trustworthy, it does not make the decisions for you. Whether to push, when to accept, and what your relationship with the vendor can bear are judgment calls, and they stay yours. The platform's job is narrower and, we think, more valuable: when you finally say a number out loud, it holds.
About the author
Fredrik Filipsson, Cofounder, ISVCOSELL
Fredrik has spent more than twenty years in enterprise software, with time at Oracle, IBM, SAP, and Salesforce before moving to the buy side. He structured and priced the kind of large agreements most buyers only see once or twice in a career, which taught him where the leverage sits and how far a vendor will actually move. He started ISVCOSELL to hand that knowledge to every sourcing team.
More posts by Fredrik Connect on LinkedIn →
See it in the product
How benchmarking works → Browse the use cases → Every feature → Calculate your time saved →
FREE TRIAL · FULL PLATFORM · NO CARD REQUIRED
Ask a question and click the citations.
The free trial opens the benchmarking database, 1,483 vendors deep, plus the negotiation guides, playbooks, and talking points for your own renewals. No card needed, a corporate email is all it takes.
Start your free trial → Or decode a contract free, no account
Free for 30 days, no card needed. Your data stays isolated at the database, and you can export or delete it any time.
Watch it in action
The ISVCOSELL Deal-Room Hand ISVCOSELL the negotiation The email that writes itself
Browse the full demo library →
THE ISVCOSELL AI BRIEF · WEEKLY
The week in enterprise software buying, in one email.
What shipped on the platform, and the pricing and licensing moves worth knowing before your next renewal. One email a week, to your work address. Unsubscribe any time.
Subscribe