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Tom Ashdown

Brimscombe Energy / BG-Demo – Demo

Callcompleted

Brimscombe Energy logo Brimscombe Energy · 30 Sep 2024 12:00

First demo for Brimscombe Energy on its own extract in Snowflake. Siân wants traceable answers for regulator-bound complaints. Nikhil tests load timing, access and schema changes. The £145k deal figure is all-in, not annual.

What was said

What this says

As at Fri 9 Oct 2026

First demo for Brimscombe Energy on its own extract in Snowflake. Siân wants traceable answers for regulator-bound complaints. Nikhil tests load timing, access and schema changes. The £145k deal figure is all-in, not annual.

What happened: Hannah Lowe ran live questions across billing, complaints and contract data on a test schema, then showed call search and the dashboards builder. Tom Ashdown quoted the deal on Enterprise.

Customer view: Siân Pritchard cares that every statement links back to a source record, because complaints run against a regulator clock. Nikhil Rao wants roles granted by a written list, a month of load history checked against the 07:00 refresh, and an answer on where model calls send text.

Commercial: Tom said the deal figure is £145k, implementation included and not the annual subscription. Siân wants Graham in the room and will not take it forward without him.

Watch: Value is unproven, as Siân will not claim a saving until it is timed. The data-flow answer is still owed from Hannah's security lead, and the security review sets the pace. The call does not show the outcome of the decision date.

AI · claude-sonnet-5-5 · as at Fri 9 Oct 2026

Themes

As at Fri 9 Oct 2026
Theme
Enterprise demo, single customer view
Importance
neutral
Sentiment
mixed
Voice
champion

Who was there

BG-Demo

Them

Follow-up

Next steps

As at Fri 9 Oct 2026
  • Hannah Lowe to send the written privilege list, a connector order and the data-flow answer from the security lead.
  • Tom Ashdown to send a proposal that separates implementation from the annual subscription, plus a follow-up invite including Graham.
  • Nikhil Rao to send the security questionnaire template and Siân Pritchard the test questions.

Risks

As at Fri 9 Oct 2026
  • Siân will not claim a time saving until it is measured, so the value case is not yet built.
  • The security review and the unanswered model-call data flow question could slow the decision.
  • Nikhil doubts the 07:00 nightly refresh until he has checked it against a month of his own load history.

Opportunities

As at Fri 9 Oct 2026
  • An Enterprise deal on the table, with SSO and SCIM and up to 20 connectors matching the scale Siân described.
  • Test questions scored against known answers could give Siân the evidence she wants for Graham.

Transcript

  1. Tom Ashdown
    Tom Ashdown
    Hello, hello. Can you hear me alright? I've got a little icon saying someone's muted but I can't tell who.
  2. Siân Pritchard
    Siân Pritchard
    Yes, loud and clear here, Tom. That's probably Nikhil, he joins everything muted until he's got something to say.
  3. Nikhil Rao
    Nikhil Rao
    Here. Audio's fine.
  4. Tom Ashdown
    Tom Ashdown
    Brilliant. How's your week been so far? Just the Monday, I know, but you never know what's already gone sideways by dinner time.
  5. Siân Pritchard
    Siân Pritchard
    Busy, but good busy. The complaints team asked the brain about a whole batch of cases this morning, just to see how far back the call history goes for one customer. It's the kind of thing they'd normally spend an afternoon on.
  6. Tom Ashdown
    Tom Ashdown
    Ah, that's lovely to hear. Well, I say the brain, that's the test setup you've got so far, isn't it. Hannah's going to walk us through it properly today. Hannah, do you want to say hello?
  7. Hannah Lowe
    Hannah Lowe
    Hello, both. Thanks for making the time. Before I share anything, can I ask what you most need to know by the end of this call? I'd rather spend the forty-odd minutes on what matters to you than march through every screen.
  8. Siân Pritchard
    Siân Pritchard
    Fair question. For me it's one customer, one view. Our key-account managers, the collections team and the complaints team all look at the same business customer, and at the moment they each see a different slice. Sites in one place, contracts in another, calls somewhere else, bills somewhere else again.
  9. Siân Pritchard
    Siân Pritchard
    And with complaints there's a clock. The regulator's rules mean we have to answer within a set time, and the answer has to be right. So what I want to see is whether somebody can ask a plain question and get an answer I'd be happy to put my name to.
  10. Hannah Lowe
    Hannah Lowe
    Right, that's clear. And Nikhil?
  11. Nikhil Rao
    Nikhil Rao
    Where it runs. Which role has access to what. And what happens when a source changes its schema, because that's what breaks things at seven in the morning.
  12. Hannah Lowe
    Hannah Lowe
    Good. Those are three separate things and I'll try to hit all of them. The short answer on where it runs is: inside your Snowflake account, not ours. The longer answer is, I'll show you where that sits when we get to the architecture slide at the end.
  13. Nikhil Rao
    Nikhil Rao
    Mm. I'll hold you to the longer answer.
  14. Hannah Lowe
    Hannah Lowe
    Please do. Okay, let me share my screen. Can you see it? You should be looking at a plain search box and a list of sources down the left.
  15. Siân Pritchard
    Siân Pritchard
    Yes, we can see it.
  16. Hannah Lowe
    Hannah Lowe
    So, to be precise about what you're looking at: this isn't a mock-up. Nikhil set up a test schema in your Snowflake account and loaded an extract of your own records into it. A slice of business customers, their sites, contracts, the call notes and the billing history. Nothing here is made-up data.
  17. Nikhil Rao
    Nikhil Rao
    Read-only extract. Masked the contact fields before it went in.
  18. Hannah Lowe
    Hannah Lowe
    Which is exactly right, and you'll see the masked fields show up as masked. I'm going to start with the question Siân said her complaints team asked this morning. Let me type it the way a person would. Which of our business customers with more than one site have an open complaint and an overdue bill?
  19. Hannah Lowe
    Hannah Lowe
    Give it a moment. It's pulling from the billing extract, the complaints records and the site list together.
  20. Siân Pritchard
    Siân Pritchard
    Mm, there we go.
  21. Hannah Lowe
    Hannah Lowe
    So it's returned a short list. Each row is a business customer, and if I open this one, you get the sites down the left, the contract dates in the middle, and on the right the timeline: calls, emails, bills, and the complaint itself.
  22. Siân Pritchard
    Siân Pritchard
    Can you click into the complaint? What does the record say about when it was received?
  23. Hannah Lowe
    Hannah Lowe
    Yes. Received date, the handler, and here's the part I think matters to you: every statement it gives is linked back to the source record. So if I click on this sentence, it takes me to the case note it came from. It doesn't ask you to trust it, it shows you where it read it.
  24. Siân Pritchard
    Siân Pritchard
    That's the bit I care about. If I can't trace it, I can't use it in a response to the regulator.
  25. Hannah Lowe
    Hannah Lowe
    Understood, and I'd say the same in your position. One caution, though: the brain can only cite what's in the sources. If a case note was never written up, it won't know about it. It reflects your records, good or otherwise.
  26. Siân Pritchard
    Siân Pritchard
    Which is fair. Honestly it's also half the value, because we'll find out quickly where our own notes are thin.
  27. Tom Ashdown
    Tom Ashdown
    Sorry to jump in, Siân. That's quite a common thing we hear, that the first benefit is people seeing the gaps in their own data. No drama, it's just useful to know.
  28. Siân Pritchard
    Siân Pritchard
    Mm. Let's measure it before we claim it, though. I don't want to go to our leadership and say it'll save a certain amount of time when we haven't timed anything.
  29. Tom Ashdown
    Tom Ashdown
    Completely agree. We'd rather you ran it for a bit and told us what it's worth than have me promise it.
  30. Hannah Lowe
    Hannah Lowe
    Right, let me move to collections, since you said that team sees something different. Nikhil, did the billing extract include the payment promises?
  31. Nikhil Rao
    Nikhil Rao
    Promise-to-pay dates, yes. Not the free-text notes from the agent screen. That source has a field I wasn't sure about.
  32. Hannah Lowe
    Hannah Lowe
    That's fine, I'll ask about the ones we have. Which customers have broken a promise to pay in the last couple of months and also have a renewal coming up?
  33. Hannah Lowe
    Hannah Lowe
    And while that's running, I'll say the question uses two sources that don't normally talk to each other. Billing doesn't know about the contract end date, the contract system doesn't know about the promise. The brain joins them by customer and by site.
  34. Siân Pritchard
    Siân Pritchard
    Which is what the key-account managers are doing by hand, in a spreadsheet, before every quarterly review.
  35. Hannah Lowe
    Hannah Lowe
    Okay, results are back. Four rows, each flagged, and you can see why it matched. Here, the promise date and the amount, and the contract end sits next to it.
  36. Siân Pritchard
    Siân Pritchard
    Can I ask something? Is that the same view the complaints team would get? Or do they see different data from collections?
  37. Hannah Lowe
    Hannah Lowe
    Good question, and it ties into Nikhil's access point. Same brain, but what each person can see is controlled by roles in your Snowflake account. So you could give collections the billing and contract views and keep complaint narrative restricted to the complaints team. It's your role design, not ours.
  38. Nikhil Rao
    Nikhil Rao
    Which role has access, in the sense of: does BG-Demo hold its own credentials into the account?
  39. Hannah Lowe
    Hannah Lowe
    To be precise, the application runs under roles you create and grant. We don't set our own permissions from our side. If a role isn't granted a table, the brain doesn't see it. I'll put that in writing, with the list of privileges it needs, so your team can review it against your standards.
  40. Nikhil Rao
    Nikhil Rao
    Good. I won't grant anything by email. Written list, then a ticket on our side, then I'll do it.
  41. Hannah Lowe
    Hannah Lowe
    That's exactly how I'd want it done.
  42. Tom Ashdown
    Tom Ashdown
    And that's a good point for the security review, which Hannah handles for every Enterprise customer. I'll come back to timing on that.
  43. Siân Pritchard
    Siân Pritchard
    Before we leave the demo part. Can you show me a call? We record a lot of conversations with business customers, and that's the bit I think people underestimate.
  44. Hannah Lowe
    Hannah Lowe
    Yes. Let me search by that customer's name and open the most recent call. Right, here's the transcript, here's an automatic summary, and here are the commitments it picked out.
  45. Hannah Lowe
    Hannah Lowe
    And if I ask, what did we promise this customer on the last call about their meter readings? It answers, and then points at the exact moment in the transcript.
  46. Siân Pritchard
    Siân Pritchard
    Ooh. That one would've saved a complaint last year. We had a customer insisting we'd agreed something on a call and nobody could find it.
  47. Tom Ashdown
    Tom Ashdown
    That's the sort of story I'd love to hear more of, honestly. Not for the sales pitch, I just find it useful to understand how people actually use it.
  48. Hannah Lowe
    Hannah Lowe
    Let me show you one more, then we'll go to the architecture. This is the dashboards builder. You could build, say, a view of open complaints by age against the regulator's deadline, and put it in front of the team lead each morning.
  49. Siân Pritchard
    Siân Pritchard
    Does the dashboard update itself?
  50. Hannah Lowe
    Hannah Lowe
    It refreshes after the nightly load. The load finishes by seven in the morning your time on business days. That's the standard commitment, for every tier.
  51. Nikhil Rao
    Nikhil Rao
    Seven. I'd want to see that against my load history for a month before I believe it. Some of our sources take a long time on a Monday.
  52. Hannah Lowe
    Hannah Lowe
    That's reasonable, and I'd rather you tested it. The short answer is seven, the longer answer is that it depends on your sources finishing on your side first. If one of yours runs late, ours has to wait. We'd go through the order of loads together at kickoff.
  53. Nikhil Rao
    Nikhil Rao
    Fine. And the schema change.
  54. Hannah Lowe
    Hannah Lowe
    Yes. So when a source changes shape, say a column's renamed in your billing system, that connector will stop loading new records. You'd see records indexed go flat for that source. Our team gets alerted, but honestly the quickest fix is that your side tells us before the change goes in.
  55. Nikhil Rao
    Nikhil Rao
    That's a schema change. I'd flag it in the change calendar. I don't change production on a Friday anyway.
  56. Tom Ashdown
    Tom Ashdown
    Ha, very sensible. Wish I had that rule for contracts.
  57. Hannah Lowe
    Hannah Lowe
    Right. Let me put the architecture slide up. Can you see it?
  58. Siân Pritchard
    Siân Pritchard
    We can.
  59. Hannah Lowe
    Hannah Lowe
    So, in the middle, that's your Snowflake account. Everything on the left is your sources: CRM, the billing system, the call recorder, the helpdesk, the contract store. Connectors pull from those into schemas that you own. The brain's index and the application layer sit in the same account. Nothing leaves it to be stored with us.
  60. Nikhil Rao
    Nikhil Rao
    What about the model calls. Where does the text go when somebody asks a question?
  61. Hannah Lowe
    Hannah Lowe
    That's a precise question and I want to get it exactly right rather than answer from memory. I'll check the data flow with our head of security before I put it in writing, so you get a document you can give your auditors, not a guess from me on a call.
  62. Nikhil Rao
    Nikhil Rao
    Good. That's the right answer.
  63. Siân Pritchard
    Siân Pritchard
    Can I come back to scale? We've got something like sixty thousand sites, and a lot more calls than the extract. Is that fine, in your experience?
  64. Hannah Lowe
    Hannah Lowe
    It's within what Enterprise is built for. Enterprise includes up to twenty connectors and a much larger user allowance, and you mentioned twenty-odd sources, Nikhil, so we'd want to sort which of those matter first. Typically customers don't load everything on day one. They start with the ones that answer their first questions.
  65. Nikhil Rao
    Nikhil Rao
    Eighteen, nineteen sources that matter. The rest are legacy.
  66. Hannah Lowe
    Hannah Lowe
    Then we'd likely look at the top handful first and add from there. I'll draft a connector order in the follow-up so you can argue with it.
  67. Siân Pritchard
    Siân Pritchard
    Tom, I should ask about commercial terms now, so Graham isn't surprised. He'll want a number he can take upstairs.
  68. Tom Ashdown
    Tom Ashdown
    Of course. So, just so you've got the shape. You'd be on Enterprise. The figure on the deal at the moment is one hundred and forty-five thousand pounds, and that's the all-in number, implementation included. It's not the annual subscription on its own. I'll confirm the exact split in the proposal rather than quote it from memory.
  69. Siân Pritchard
    Siân Pritchard
    Understood. I'll tell Graham it's the total for the first stretch, not a yearly run rate, and that the proposal will separate them.
  70. Tom Ashdown
    Tom Ashdown
    That's exactly it. Leave that with me and I'll make sure the paperwork is clear on it.
  71. Siân Pritchard
    Siân Pritchard
    And timing. Where are we aiming for?
  72. Tom Ashdown
    Tom Ashdown
    The date I've got pencilled for a decision is Friday 27 December 2024, though honestly that's the sort of date I'd expect to move. Christmas week isn't anyone's favourite time to sign things. If it slides into January, no drama.
  73. Siân Pritchard
    Siân Pritchard
    It'll depend on the security review more than anything. Nikhil, what do you think?
  74. Nikhil Rao
    Nikhil Rao
    Depends what the questionnaire looks like. If answers are specific, a couple of weeks. If they're marketing, much longer.
  75. Hannah Lowe
    Hannah Lowe
    They'll be specific. I run those myself and I'd rather answer fewer questions properly. Questionnaire answers right first time is the aim. Send me yours if you have a standard form, and I'll fill that in rather than ask you to fill in ours.
  76. Nikhil Rao
    Nikhil Rao
    I'll send the template. Tomorrow.
  77. Siân Pritchard
    Siân Pritchard
    One more from me. Single sign-on. Is that part of Enterprise?
  78. Hannah Lowe
    Hannah Lowe
    Yes. SSO and SCIM both come with Enterprise, so users and groups can be managed from your identity provider rather than by hand. Nikhil, you'd be the one connecting it, I suspect.
  79. Nikhil Rao
    Nikhil Rao
    Yes. I'll want to read the SCIM details before I say anything.
  80. Hannah Lowe
    Hannah Lowe
    Of course. I'll include them in the pack.
  81. Siân Pritchard
    Siân Pritchard
    Right. I think I've got what I need for this stage. What I'd like is to put two or three real questions from each team into the test schema, and score the answers against what we know is true. Let's measure it before we claim it.
  82. Hannah Lowe
    Hannah Lowe
    I'd welcome that. It's the most honest way to judge it. If you send me the questions and the answers you'd expect, I'll run them and we'll go through the misses together, including where it got something wrong.
  83. Tom Ashdown
    Tom Ashdown
    Let's get something in the diary for that, then. A follow-up in a couple of weeks, once you've had time to try it and Hannah's sent the security pack. I'll put an invite out after this.
  84. Siân Pritchard
    Siân Pritchard
    That works. Can you include Graham, please? I won't take this forward without him in the room.
  85. Tom Ashdown
    Tom Ashdown
    Absolutely. I'd expect nothing less. Right, so to recap: Hannah, you're sending the written list of privileges and the connector order, and checking the data flow question with your security lead. Nikhil, you're sending the questionnaire template tomorrow. Siân, the test questions. And I'm sending the proposal with the split clearly shown, plus the invite.
  86. Nikhil Rao
    Nikhil Rao
    Fine by me.
  87. Hannah Lowe
    Hannah Lowe
    Thanks, all. That's useful. I'll put everything in writing this week.
  88. Siân Pritchard
    Siân Pritchard
    Diolch, both. Speak soon.
  89. Tom Ashdown
    Tom Ashdown
    Cheers, everyone. Have a good afternoon.

BG-Demo is a fictional company; every organisation and person here is invented. B-Glass is the tool. Data as of Fri 9 Oct 2026. Help & Support

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