B-Glass
Daniel Okafor

Calderbrook Housing Group / BG-Demo – Check In

Callcompleted

Calderbrook Housing Group logo Calderbrook Housing Group · 8 Jul 2026 13:45

Helen Marsden says the brain's arrears and repairs figures do not reconcile with the housing system, usage has thinned, and her executive team is weighing an in-house build. She wants a board-ready value case.

What was said

What this says

As at Fri 9 Oct 2026

Helen Marsden says the brain's arrears and repairs figures do not reconcile with the housing system, usage has thinned, and her executive team is weighing an in-house build. She wants a board-ready value case.

What happened: Helen Marsden said the brain's arrears figure does not reconcile with the housing system extract, and repairs completed within target is also out. Daniel Okafor promised a line-by-line mapping check by Friday.

Customer view: Usage has fallen to a handful of regular askers against 40 licences, and some staff went back to spreadsheets. Her executive team has asked a colleague in IT to look at an in-house build.

Commercial: Growth is £44k a year on the record. Helen asked whether a smaller arrangement would be more honest, and Daniel left that to Tom Ashdown and himself.

Watch: The call gives the term end as 1 Sep 2026 and the renewal as 2 Sep 2026. The evidence does not show what happened after the call.

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

Themes

As at Fri 9 Oct 2026
Theme
Usage decline, in-house option
Importance
churn
Sentiment
mixed
Voice
champion

Who was there

BG-Demo

Them

Follow-up

Next steps

As at Fri 9 Oct 2026
  • Daniel Okafor to check the arrears and reopened-repairs mapping and report back to Helen by Friday.
  • Daniel Okafor to build the value summary and give Helen question-asking by role, then talk options through with Tom Ashdown.
  • Daniel Okafor to hold a follow-up call with Helen in a couple of weeks, ahead of the executive team meeting.

Risks

As at Fri 9 Oct 2026
  • The executive team has asked IT to assess an in-house build, with cost and whether a supplier is needed as the first questions.
  • Usage is down to a handful of regulars against 40 licences, and Helen and one or two others ask most of the questions.
  • Arrears and repairs figures do not reconcile, so staff have gone back to their own spreadsheets.

Opportunities

As at Fri 9 Oct 2026
  • A value summary built round three questions: arrears movement, repairs within target, and complaints themes.
  • A short session for Helen's wider team to spread question-asking once the figures reconcile.
  • Helen's question on a smaller arrangement opens a right-sizing conversation on the Growth subscription.

Transcript

  1. Daniel Okafor
    Daniel Okafor
    Afternoon, Helen. Can you hear me all right?
  2. Helen Marsden
    Helen Marsden
    Afternoon, Daniel. Yes, you're coming through fine. Give me a second, I'm just moving into a quieter room.
  3. Daniel Okafor
    Daniel Okafor
    No rush at all. And thank you for making the time, I know this is a busy stretch for you with the board papers. Is it just the two of us today, or is anyone else joining?
  4. Helen Marsden
    Helen Marsden
    Just me. I did think about asking one of my analysts to dial in, but I'll come to that.
  5. Daniel Okafor
    Daniel Okafor
    Of course. How's the week been? It's been properly muggy down here, I'm not sure our office air conditioning is coping.
  6. Helen Marsden
    Helen Marsden
    Grey and close up here as well. Everybody's a bit short with each other. Mm. Do you mind if I start with what I'm chasing? It's been nagging at me since Monday.
  7. Daniel Okafor
    Daniel Okafor
    Please, go ahead.
  8. Helen Marsden
    Helen Marsden
    It's the arrears figure in the tenant section of the board pack. The number the brain gives me and the extract from the housing management system, these don't reconcile. It's not wildly out, but the board will ask, and at the moment I can't tell them why there's a gap.
  9. Daniel Okafor
    Daniel Okafor
    Right. Which one is it, the headline arrears total, or the split by tenancy type?
  10. Helen Marsden
    Helen Marsden
    Both, in the end, but the headline is where I noticed. The brain gives me one number, the housing system gives me another, and the difference is bigger than rounding. Can you show me the source? Not an explanation, the source.
  11. Daniel Okafor
    Daniel Okafor
    That's fair. Let me share my screen so we're looking at the same thing. Can you see the connector page?
  12. Helen Marsden
    Helen Marsden
    Yes, I can see it. Housing management system, tenant calls, repairs tickets, complaints. Go on.
  13. Daniel Okafor
    Daniel Okafor
    So the nightly refresh finished before seven this morning, and it's been completing on every working day, so I don't think this is a freshness problem. There are two things that usually cause a gap like yours. One is timing, the extract being taken at a different moment from the brain's copy. The other is definition, what actually counts as arrears.
  14. Helen Marsden
    Helen Marsden
    Definition is what worries me. When we set it up we agreed current tenants only, with former tenant arrears reported separately, and I wrote that into the pack notes. If the brain is now including former tenants, the board will ask why the number went up, and I won't have an answer.
  15. Daniel Okafor
    Daniel Okafor
    Understood. Honestly, I can't tell you from this screen which it is, and I'd rather not guess in front of you. I'll go through the mapping on our side with a colleague on our data team and come back to you by Friday with the logic written out, line by line.
  16. Helen Marsden
    Helen Marsden
    Thank you. And the figures, not just the wording. I'll send you the extract and the number I'm comparing against, so you've got both.
  17. Daniel Okafor
    Daniel Okafor
    That would help enormously. Just to close the loop on that one: you send me the extract and the figure from the pack, I check the mapping, and I come back to you by Friday.
  18. Helen Marsden
    Helen Marsden
    Yes. That's right.
  19. Daniel Okafor
    Daniel Okafor
    Can I ask a wider question while we're here? How is the team finding it?
  20. Helen Marsden
    Helen Marsden
    Mm. Honestly? Quieter than it was. Which is why I didn't ask an analyst to join. A while ago there'd have been four or five of us asking it questions most days. Now it's a handful, and if I'm truthful, some of that is because the figures didn't reconcile a couple of times and people went back to their own spreadsheets. Once somebody stops trusting a number, it's very hard to get them back.
  21. Daniel Okafor
    Daniel Okafor
    That's useful to hear, and I won't dress it up. I can see the same on my side. The number of people asking questions each week has come down, and it's down noticeably on the quarter before. I'd rather say that to you than have you find it out from a chart.
  22. Helen Marsden
    Helen Marsden
    And there are forty licences. On what we're paying, that doesn't look good, does it. I'd be surprised if more than a few people touch it in an ordinary week.
  23. Daniel Okafor
    Daniel Okafor
    It is a fraction of what's licensed, yes, and I'd say the same in your position. Forty users on Growth, at forty-four thousand a year, and a handful of regulars: you'd be right to ask what that's buying.
  24. Helen Marsden
    Helen Marsden
    Well, I'm going to be straight with you, because I'd want you to be straight with me. There's a conversation happening above me. Our executive team has asked a colleague in IT to look at whether we could build something in-house instead, on our own platform. It isn't my plan. I want that on the record. I'd much rather we fixed the thing we have. But I've been asked to bring evidence to the board, and at the moment the evidence is thin.
  25. Daniel Okafor
    Daniel Okafor
    Thank you for telling me. I appreciate that, Helen, and nothing about it changes how I'd like to help. Can I ask what the executive team is actually weighing up? Is it cost, or control of the data, or something else?
  26. Helen Marsden
    Helen Marsden
    Cost first, and then whether we need a supplier at all. They look at the subscription and they look at usage, and they see a line that's gone the wrong way. Nobody's said the brain is bad. Nobody's said it's good either. That's the problem.
  27. Daniel Okafor
    Daniel Okafor
    Right. From what I can see you haven't raised a ticket with us for a good while. Is that because everything's been fine, or because people have stopped bothering?
  28. Helen Marsden
    Helen Marsden
    A bit of both, if I'm honest. People don't raise things any more, they just quietly work around it. That's the pattern I don't like.
  29. Daniel Okafor
    Daniel Okafor
    Yes. Quiet isn't always good news, and I'd rather you told me about the gaps than worked around them. That's what I'm here for.
  30. Helen Marsden
    Helen Marsden
    Then can I ask where we stand on the contract? The date is approaching and I'd rather not be surprised.
  31. Daniel Okafor
    Daniel Okafor
    Fair question. Your current term ends on 1 Sep 2026, and the renewal sits on 2 Sep 2026, so it's not far off. I'm not here to push you at it. I want to understand what you need to see between now and then. And I'd like to bring Tom Ashdown in, he's your account owner, so the commercial side doesn't land on you out of nowhere.
  32. Helen Marsden
    Helen Marsden
    I've no objection to Tom. I just want to be clear I'm not going over anyone's head, and I'm not negotiating. I need something I can put in front of the board that says what the brain is worth.
  33. Daniel Okafor
    Daniel Okafor
    That's a reasonable thing to ask for, and it's where I'd like to spend our time. What I can pull together is how many questions have been asked month on month, who's asking them, and what they were about.
  34. Helen Marsden
    Helen Marsden
    Who's asking matters. Is it spread out, or is it me?
  35. Daniel Okafor
    Daniel Okafor
    Truthfully, quite a lot of it is you and one or two others. I'd call that a key-person risk, and I don't think it's fair on you to carry that alone.
  36. Helen Marsden
    Helen Marsden
    No, it isn't. I'd got used to being the one who asks. And when I'm away, nobody does.
  37. Daniel Okafor
    Daniel Okafor
    Mm. Then maybe part of what we do is spread that. A short session for the rest of your team on the questions that matter for the pack: tenant arrears, repairs, complaints. Would that land?
  38. Helen Marsden
    Helen Marsden
    It might. But only if the numbers reconcile first. I'm not going to ask my team to trust it again until I can show them the source for the arrears figure.
  39. Daniel Okafor
    Daniel Okafor
    Agreed, and that comes first. Reconciliation, then the session, then the value summary.
  40. Helen Marsden
    Helen Marsden
    Can I raise the repairs figures too, while you've got it open? Same part of the board pack, repairs completed within target. Those don't reconcile either, although the gap is smaller.
  41. Daniel Okafor
    Daniel Okafor
    Please. I'd rather see all of them now than find them one at a time.
  42. Helen Marsden
    Helen Marsden
    Repairs completed within target comes out of the brain a little higher than from the housing system. I put it down to jobs that were reopened, but I haven't proved it.
  43. Daniel Okafor
    Daniel Okafor
    That's a plausible explanation, a reopened job being counted as complete at the first closure. Can I look at that too? It would be the same kind of check, how the brain treats a job that's closed and then reopened.
  44. Helen Marsden
    Helen Marsden
    Yes, please. Add it to the list. These don't reconcile, and I'd like the board pack to be one version of the truth, not two.
  45. Daniel Okafor
    Daniel Okafor
    Noted, both go on the list. I'll write them down properly so nothing gets lost between us. Now, while I've got the screen up, can I show you what usage looks like, so we're both looking at the same picture? I'd rather you saw it than took my word for it.
  46. Helen Marsden
    Helen Marsden
    Go on. I'd rather see it.
  47. Daniel Okafor
    Daniel Okafor
    Give me a moment, let me pull it up.
  48. Helen Marsden
    Helen Marsden
    Take your time. Mm.
  49. Daniel Okafor
    Daniel Okafor
    Right. So over the last quarter, questions asked is the line to look at, and it's down more than I'd like. On an ordinary day it's three or so people using it, sometimes a few more when you've a pack due.
  50. Helen Marsden
    Helen Marsden
    Three. Out of forty. Hearing it said out loud is different from suspecting it.
  51. Daniel Okafor
    Daniel Okafor
    It is, and I'm not going to soften it. Nothing is broken on the plumbing side as far as I can see, and you haven't raised a ticket. It's the asking that has fallen away.
  52. Helen Marsden
    Helen Marsden
    That's what I'd expect. Which is exactly why I need the figures to be right. If it works and nobody trusts it, that's my problem to solve as much as yours.
  53. Daniel Okafor
    Daniel Okafor
    I'd say it's ours to solve together, and I mean that. Can I ask you something practical? Which three questions would you want your team asking every week if the numbers were right?
  54. Helen Marsden
    Helen Marsden
    Arrears movement by tenancy type, because that's the first thing the board looks at. Repairs completed within target, including the reopened jobs. And complaints, themes by quarter, because the regulator reads those and so does the board. Those three would justify the whole thing, if I'm honest.
  55. Daniel Okafor
    Daniel Okafor
    That's helpful, and it's very concrete. I'll build the value summary around exactly those three, so it speaks to the pack and not to a dashboard for its own sake.
  56. Helen Marsden
    Helen Marsden
    Good. And I want to ask something I'd rather you didn't take badly. If we only used it for a few people, would a smaller arrangement be more honest than forty licences? I'd rather ask you than have finance ask me.
  57. Daniel Okafor
    Daniel Okafor
    I don't take it badly at all, and I'm glad you asked me. There are other tiers and there are options, but I'm not going to throw numbers at you on a call and get them wrong. That's a question for Tom and me together, and I'll come back to you with it properly rather than guess.
  58. Helen Marsden
    Helen Marsden
    Fine. I'd rather have it right than quickly.
  59. Daniel Okafor
    Daniel Okafor
    You'll have it right. Just so the shape is clear: nothing happens to the contract between now and then unless you want it to. The term runs to 1 Sep 2026 and we have time to do this properly.
  60. Helen Marsden
    Helen Marsden
    Understood. Now, the executive team. If I'm asked what you'd say about building in-house, what do I tell them? And be straight, Daniel.
  61. Daniel Okafor
    Daniel Okafor
    I won't tell you to stay, that wouldn't be fair. What I'd say is compare like with like. What you'd need to build, who keeps the connectors working when the housing system changes, and what happens when the person who built it moves on. But that argument is only fair if the brain has been giving you answers you can rely on, and at the moment the arrears figure is the part I need to put right. So I'd ask them to wait for the reconciliation and the value summary before they decide.
  62. Helen Marsden
    Helen Marsden
    That's fair. The maintenance point is a good one. The person who'd build it is usually the person who'd leave.
  63. Daniel Okafor
    Daniel Okafor
    People do move on. Your own team is the best argument for the brain being something that outlasts any one person. But it has to earn that, Helen. I'm not asking you to take it on faith.
  64. Helen Marsden
    Helen Marsden
    Can you show me the source, always. That's my whole job, Daniel. If a number goes in front of the board I need to be able to point at where it came from.
  65. Daniel Okafor
    Daniel Okafor
    And that's the standard I'd want you to hold us to. How about the other sources, the tenant calls and the complaints data? Are those still doing what you'd expect?
  66. Helen Marsden
    Helen Marsden
    Those are fine as far as I know. Complaints is the one I trust most, actually. It's arrears and repairs where I keep tripping.
  67. Daniel Okafor
    Daniel Okafor
    Good, that may narrow it, and it points at the housing system mapping rather than the whole thing. That would be a smaller problem than it might have been.
  68. Helen Marsden
    Helen Marsden
    I hope so. When you write it up, can you keep it to the figures? I don't need a presentation. I need the arrears number, the extract number, and the reason for the difference.
  69. Daniel Okafor
    Daniel Okafor
    Understood, plainly written, figures first. Let me say back what happens next, just to close the loop. You send me the extract and the figure from the pack this afternoon. I go through the arrears and the reopened repairs mapping and come back to you by Friday. After that I bring a short value summary built round your three questions, and I talk to Tom about the options on the commercial side.
  70. Helen Marsden
    Helen Marsden
    Yes. And I'll tell the colleague in IT that we're doing this properly, so nobody's surprised.
  71. Daniel Okafor
    Daniel Okafor
    That's thoughtful. Would it help if I joined a conversation with them at some point? I'd rather they heard from us directly how the brain sits inside your Snowflake account than guessed.
  72. Helen Marsden
    Helen Marsden
    Perhaps, later. Not yet. Let me get the figures straight with my own people first.
  73. Daniel Okafor
    Daniel Okafor
    Of course, your call. Is there anything else you'd like me to bring to the next call?
  74. Helen Marsden
    Helen Marsden
    The reopened repairs logic, written down. And a plain statement of who's asking questions, by role rather than by name, so I can see whether it's just me.
  75. Daniel Okafor
    Daniel Okafor
    Done. By role, so it's useful without being invasive. Shall we put another call in for a couple of weeks' time? I'll send an invite, and if that doesn't suit, tell me and we'll move it.
  76. Helen Marsden
    Helen Marsden
    A couple of weeks is fine. Before the executive team meet, I hope.
  77. Daniel Okafor
    Daniel Okafor
    I'll aim for that. I'll come back to you by Friday on the figures regardless, and then we'll see where the call falls.
  78. Helen Marsden
    Helen Marsden
    Thank you. I appreciate you not defending it for the sake of it.
  79. Daniel Okafor
    Daniel Okafor
    There's nothing to defend yet. I'd rather earn it. And thank you, Helen, for telling me about the in-house conversation. I know that wasn't an easy thing to say to your supplier.
  80. Helen Marsden
    Helen Marsden
    It's better than you hearing it second-hand. Right, I'd best get back to the board papers. I'll send the extract within the hour.
  81. Daniel Okafor
    Daniel Okafor
    Perfect. Look after yourself, and say hello to the team from me. I'll be in touch by Friday.
  82. Helen Marsden
    Helen Marsden
    Will do. Speak soon, Daniel. Thank you.
  83. Daniel Okafor
    Daniel Okafor
    Speak soon, Helen. Bye for now.
  84. Helen Marsden
    Helen Marsden
    Goodbye.

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