Predictika · Data center, cloud and managed services quotes

An AI sales agent's KIO data center and cloud quote, checked before it goes out

An AI sales agent prepares a quote for an enterprise customer of KIO, the data center, cloud and IT services provider in Mexico and Latin America: Retail or Wholesale Colocation at a KIO data center with uplinks, Cross Connects and Cloud On-Ramps, KIO Cloud on VMware, Oracle PCA or IBM Power with SAP on cloud, cloud disaster recovery to a second data center, and Cyber SOC, Managed Detection and Response and managed NGFW security, on a term of 12, 24, 36 or 60 months. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of how those services fit together and returns a verdict, every reason, a line-item quote and the figures it computed.

Scope: KIO Retail and Wholesale Colocation, Cross Connect, Extended Cross Connect, Cloud On-Ramps, DCI, KIO Cloud (VMware, Oracle PCA, IBM Power), SAP on cloud, cloud disaster recovery, Cyber SOC, Managed Detection and Response and managed NGFW quotes, on a 12-, 24-, 36- or 60-month term. See everything this validator covers

This validator models KIO data center, cloud and managed security quotes as described on the public KIO web pages (kiodatacenters.com and kio.tech), not just the scenarios shown below.

  • Colocation and connectivity — Retail Colocation (under 200 kW) and Wholesale Colocation (200 kW to 2 MW) in cabinets of a given power density, in a Standard or High Density Hall, at KIO data centers in the Mexico City area (Santa Fe, Interlomas, Lerma), Querétaro, Monterrey, Hermosillo, Mérida, Santo Domingo and Bogotá; uplink ports, Cross Connects, Extended Cross Connects between data centers in the same metropolitan area, Cloud On-Ramps (AWS Direct Connect, Azure ExpressRoute, Google Cloud Interconnect) and DCI replication links.
  • Cloud and resilience — KIO Cloud on VMware, Oracle PCA or IBM Power, sized by hosts, vCPU, memory and storage, SAP on cloud, and cloud disaster recovery to a second data center with a 15 minute, 5 minute or near-zero recovery point.
  • Security — the 24/7 Cyber SOC, Managed Detection and Response and managed NGFW pairs, including what a PCI DSS workload needs.
  • What the validator checks — that the colocation band, hall and power density agree with the cabinets; that the data centers meet the required tier and the data residency; that uplink capacity and cross connects cover the cabinets, Cloud On-Ramps and metro links; that the cloud cluster has three hosts, one held as spare, and enough vCPU and memory; that SAP runs on a platform that supports it; that the disaster recovery site is a different data center with the replication bandwidth and metro pairing its recovery point needs; that the security prerequisites are present; that the term, discount and the stated contract total are right.
  • Approvals — a 60-month term, a contract total above $8 million, a discount above 10 percent, and a cloud cluster above 85 percent of its capacity go to a person.

Any KIO quote that touches these services is in scope — not only the scenarios pictured here. Not covered: Hyperscale and Build-to-Suit deployments (2 MW and above, quoted separately; the validator blocks them), Intraconnect, Site Entry, IXP, the Tultitlán, Panama City and Guatemala City data centers, SD-WAN, application and managed services other than those listed, AI services, taxes and prices in Mexican pesos. KIO does not publish prices on the pages read, so every price on this page is invented for illustration.

The AI sales agentBuilds the KIO colocation, cloud and security quote from the conversation with the customer and says it is ready.
Predictika validatorChecks every rule at once and returns the verdict, each finding, and the computed figures.

7 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch

What the agent proposes

The AI sales agent says

Illustrative agent statement. The validator receives the structured request below.

Proposing agent: AI sales agent (scripted)

Before sending, the agent must call Recorded run

Predictika validator


      
Waiting for the call.

Where rules-based CPQ gets it wrong

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Our assessment of what a typical rules-based CPQ (product rules, price rules and validation rules, as in Salesforce CPQ) does with the same cases. It is a judgment about effort and reliability, not a claim that nothing can be built.

What the validator caughtTypical rules-based CPQPredictika
Cabinets, power density and the colocation bandOnly with care
Total kilowatts is cabinets times density, and the Retail and Wholesale bands, the hall limit and the Wholesale term all hang off it; a product rule can test each, but the derived total and the limit for each hall type have to be built and repeated.
Cabinets, density, hall, band and term are computed from the request and checked together on every call.
Uplinks and cross connects against cabinets and cloud linksOnly with workarounds
Uplink capacity depends on cabinets and port speed, and the cross connects needed depend on how many Cloud On-Ramps and Extended Cross Connects are quoted as other line items; each rule reads a different part of the quote.
Uplink capacity, cabinets, on-ramps and metro links are facts in the request and are checked together.
Cloud cluster capacityOnly with care
Host capacity differs by platform and one host is held as spare, so vCPU and memory must be recomputed against the cluster for each platform, and again for the 85 percent approval line.
Capacity per platform, the spare host, vCPU, memory and the headroom line are computed together.
Recovery point, replication bandwidth and the site pairOnly with workarounds
Which data center pairs can replicate synchronously, the bandwidth each recovery point needs, and bandwidth that comes from two different services (DCI and Extended Cross Connects) sit in separate rules that a rep can satisfy one at a time.
The site pair, the recovery point and the combined replication bandwidth are checked together.
Tier, residency and PCI DSS prerequisitesOnly with workarounds
A Tier III requirement, Mexico-only data, and a Cyber SOC and NGFW for PCI DSS each test an attribute of the chosen data centers or of other lines on the quote; every one is its own rule and none sees the others.
Data center tier and country, the disaster recovery site and the security services are checked against the workload on every call.
Install charges, discount and the stated totalOnly with workarounds
Cabinet setup is waived at 36 months or more, other installs are not, and the discount has an approval line and a hard limit; a rep who totals the monthly charges leaves the install out, and nothing compares the stated total to the priced one.
The install rules, the term, the discount and the stated total are computed together and the stated total is compared with the priced one.
Every problem returned in one answerOnly with workarounds
Rules tend to fire as the quote is saved or a step is completed, so a rep often fixes one error and meets the next.
All findings come back together, whatever order the choices arrived in.

What this validator catches: findings from its test cases

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Every rule is checked on every call, in any order the choices arrive; one problem never hides another. Blocking findings stop the quote; approval findings need a person to sign off; everything else is computed.

1The quote has a 60 month term, a long price commitment, so a person should confirm.
2The quote has a term of 18 months; the services are quoted for 12, 24, 36 or 60 months.
3The quote includes no KIO service, so there is nothing to price.
4The quote is Retail Colocation at 200 kW in total; Retail Colocation is for under 200 kW, and from 200 kW the colocation is Wholesale.
5The quote is Wholesale Colocation at 160 kW in total; Wholesale Colocation starts at 200 kW.
6The quote is Wholesale Colocation on a term of 24 months; Wholesale Colocation needs a term of at least 36 months.
7The quote has 2,000 kW of colocation; from 2,000 kW (2 MW) the deployment is Hyperscale, which is quoted separately.
8The contract total is $10,278,800, above $8 million, so a person should confirm.
9The quote puts 9 kW in each cabinet, and the hall type quoted supports up to 8 kW per cabinet.
10The quote asks for a High Density Hall at a data center that does not offer one.
11The primary data center is Tier 2 and the workload requires Tier 3 or better.
12The disaster recovery data center is Tier 2 and the workload requires Tier 3 or better.
13The quote protects 10 TB of data and names no disaster recovery data center.
14The disaster recovery data center is the same as the primary data center.
15The data must stay in Mexico and the primary data center is not in Mexico.
16The data must stay in Mexico and the disaster recovery data center is not in Mexico.
17A near-zero recovery point needs synchronous replication, which needs the disaster recovery data center in the same metropolitan area as the primary one, and it is not.
18A PCI DSS workload needs a disaster recovery data center and the quote names none.
19A PCI DSS workload needs 24/7 Cyber SOC monitoring and the quote does not include it.
20A PCI DSS workload needs a managed NGFW and the quote includes none.
21The quote includes Managed Detection and Response without the Cyber SOC it runs on.
22The quote has colocation cabinets and no uplinks; colocation needs at least one pair of uplink ports.
23The quote has 20 Gbps of uplink capacity for 20 cabinets, which need 40 Gbps at 2 Gbps per cabinet.
24The quote has 2 cross connects, and its Cloud On-Ramps and Extended Cross Connects together need 3, one for each.
25The quote has Extended Cross Connects, which join KIO data centers in the same metropolitan area, and the disaster recovery data center is not in the primary data center metropolitan area.
26The quote asks for cloud hosts, vCPU or memory and names no KIO Cloud platform.
27The KIO Cloud cluster quoted has fewer than 3 hosts (2); a cluster needs at least 3.
28The quote needs 300 vCPU, and the hosts quoted, with one held as spare, provide 288.
29The quote needs 3,100 GB of memory, and the hosts quoted, with one held as spare, provide 3,072 GB.
30The cloud cluster would run above 85 percent of its capacity once one host is held as spare (288 of 288 vCPU and 2,000 of 3,072 GB of memory), so a person should confirm.
31The quote includes SAP on cloud on a platform that does not run it; SAP runs on VMware or IBM Power.
32The data changes at up to 500 Mbps and the recovery point quoted needs 1,000 Mbps of replication bandwidth; the quote provides 800 Mbps.
33The quote asks for a discount of $1,531 a month on $15,300 of monthly charges, above 10 percent, so a person should confirm.
34The quote asks for a discount of $3,061 a month on $15,300 of monthly charges, which is more than the 20 percent the quote can carry.
35The quote states a contract total of $551,599; the prices give $551,600.

Scenarios and results

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The recorded result of the validator for each scenario on this page: the request the AI agent sent, the verdict, and every finding, in the order they appear above.

1. Regulated bank, PCI DSS workload: A quote for a bank: colocation in Querétaro, KIO Cloud with SAP, disaster recovery and security for a PCI DSS workload

The agent's request. Please quote KIO services for a PCI DSS workload that needs Tier 3 or better data centers and keeps its data in Mexico, on a 24 month term: Retail Colocation at Querétaro: 24 cabinets at 10 kW each in a Standard Hall, 2 uplink pairs of 10 Gbps ports, 2 Cross Connects, 3 Cloud On-Ramps, KIO Cloud on VMware with 5 hosts, 480 vCPU, 3,600 GB of memory and 60 TB of storage, SAP on cloud for 2 systems, cloud disaster recovery for 120 TB to Santo Domingo with a near-zero recovery point over a 1,000 Mbps DCI link, Managed Detection and Response for 120 devices, and 2 managed NGFW pairs. The quote states $3,276,960 over the contract. It is ready to send.

Verdict: Blocked.

  • Retail Colocation at 200 kW or more. The quote is Retail Colocation at 240 kW in total; Retail Colocation is for under 200 kW, and from 200 kW the colocation is Wholesale.
  • Power density above the hall limit. The quote puts 10 kW in each cabinet, and the hall type quoted supports up to 8 kW per cabinet.
  • Disaster recovery site outside Mexico. The data must stay in Mexico and the disaster recovery data center is not in Mexico.
  • Near-zero recovery point needs the same metro. A near-zero recovery point needs synchronous replication, which needs the disaster recovery data center in the same metropolitan area as the primary one, and it is not.
  • PCI DSS needs the Cyber SOC. A PCI DSS workload needs 24/7 Cyber SOC monitoring and the quote does not include it.
  • Managed Detection and Response needs the Cyber SOC. The quote includes Managed Detection and Response without the Cyber SOC it runs on.
  • Uplink capacity below the cabinets need. The quote has 40 Gbps of uplink capacity for 24 cabinets, which need 48 Gbps at 2 Gbps per cabinet.
  • Too few cross connects for the on-ramps and metro links. The quote has 2 cross connects, and its Cloud On-Ramps and Extended Cross Connects together need 3, one for each.
  • Cloud vCPU above the cluster capacity. The quote needs 480 vCPU, and the hosts quoted, with one held as spare, provide 384.
  • Replication bandwidth below the recovery point need. The data changes at up to 600 Mbps and the recovery point quoted needs 1,800 Mbps of replication bandwidth; the quote provides 1,000 Mbps.
  • Stated total does not match. The quote states a contract total of $3,276,960; the prices give $3,321,360.

2. Regulated bank, PCI DSS workload: The agent resubmits after fixing the errors

The agent's request. Please quote KIO services for a PCI DSS workload that needs Tier 3 or better data centers and keeps its data in Mexico, on a 24 month term: Wholesale Colocation at Querétaro: 24 cabinets at 10 kW each in a High Density Hall, 3 uplink pairs of 10 Gbps ports, 3 Cross Connects, 3 Cloud On-Ramps, KIO Cloud on VMware with 7 hosts, 480 vCPU, 3,600 GB of memory and 60 TB of storage, SAP on cloud for 2 systems, cloud disaster recovery for 120 TB to Monterrey with a near-zero recovery point over a 1,000 Mbps DCI link, the Cyber SOC for 120 devices, Managed Detection and Response for 120 devices, and 2 managed NGFW pairs. The quote states $3,497,520 over the contract. It is ready to send.

Verdict: Blocked.

  • Wholesale needs a longer term. The quote is Wholesale Colocation on a term of 24 months; Wholesale Colocation needs a term of at least 36 months.
  • Near-zero recovery point needs the same metro. A near-zero recovery point needs synchronous replication, which needs the disaster recovery data center in the same metropolitan area as the primary one, and it is not.
  • Replication bandwidth below the recovery point need. The data changes at up to 600 Mbps and the recovery point quoted needs 1,800 Mbps of replication bandwidth; the quote provides 1,000 Mbps.
  • Stated total does not match. The quote states a contract total of $3,497,520; the prices give $3,548,320.

3. Regulated bank, PCI DSS workload: The agent resubmits after fixing the errors

The agent's request. Please quote KIO services for a PCI DSS workload that needs Tier 3 or better data centers and keeps its data in Mexico, on a 36 month term: Wholesale Colocation at Querétaro: 24 cabinets at 10 kW each in a High Density Hall, 3 uplink pairs of 10 Gbps ports, 3 Cross Connects, 3 Cloud On-Ramps, KIO Cloud on VMware with 7 hosts, 480 vCPU, 3,600 GB of memory and 60 TB of storage, SAP on cloud for 2 systems, cloud disaster recovery for 120 TB to Monterrey with a 5 minute recovery point over a 1,500 Mbps DCI link, the Cyber SOC for 120 devices, Managed Detection and Response for 120 devices, and 2 managed NGFW pairs. The quote states $4,724,680 over the contract. It is ready to send.

Verdict: Allowed.

  • Quote summary. One-time install charges of $29,200, a monthly charge of $130,430 and a contract total of $4,724,680.

4. Logistics operator, 14 cabinets: A quote for a logistics operator with colocation in Mérida, SAP on cloud and a large discount

The agent's request. Please quote KIO services for a workload that needs Tier 3 or better data centers, on a 12 month term: Retail Colocation at Mérida: 14 cabinets at 5 kW each in a High Density Hall, 1 uplink pair of 10 Gbps ports, 2 Cross Connects, 2 Cloud On-Ramps, KIO Cloud on Oracle PCA with 4 hosts, 250 vCPU, 2,400 GB of memory and 30 TB of storage, SAP on cloud for 1 system, Managed Detection and Response for 40 devices, and a discount of $13,000 a month. The quote states $527,760 over the contract. It is ready to send.

Verdict: Blocked.

  • High Density Hall not offered at the data center. The quote asks for a High Density Hall at a data center that does not offer one.
  • Primary data center below the required tier. The primary data center is Tier 2 and the workload requires Tier 3 or better.
  • Managed Detection and Response needs the Cyber SOC. The quote includes Managed Detection and Response without the Cyber SOC it runs on.
  • Uplink capacity below the cabinets need. The quote has 20 Gbps of uplink capacity for 14 cabinets, which need 28 Gbps at 2 Gbps per cabinet.
  • SAP systems on a platform that does not run SAP. The quote includes SAP on cloud on a platform that does not run it; SAP runs on VMware or IBM Power.
  • Discount above 20 percent. The quote asks for a discount of $13,000 a month on $56,980 of monthly charges, which is more than the 20 percent the quote can carry.
  • Stated total does not match. The quote states a contract total of $527,760; the prices give $555,160.
  • Discount above 10 percent. The quote asks for a discount of $13,000 a month on $56,980 of monthly charges, above 10 percent, so a person should confirm.

5. Logistics operator, 14 cabinets: The agent resubmits after fixing the errors

The agent's request. Please quote KIO services for a workload that needs Tier 3 or better data centers, on a 12 month term: Retail Colocation at Querétaro: 14 cabinets at 5 kW each in a Standard Hall, 2 uplink pairs of 10 Gbps ports, 2 Cross Connects, 2 Cloud On-Ramps, KIO Cloud on IBM Power with 4 hosts, 150 vCPU, 2,400 GB of memory and 30 TB of storage, SAP on cloud for 1 system, the Cyber SOC for 40 devices, Managed Detection and Response for 40 devices, and a discount of $2,400 a month. The quote states $758,320 over the contract. It is ready to send.

Verdict: Allowed.

  • Quote summary. One-time install charges of $33,400, a monthly charge of $60,410 and a contract total of $758,320.

6. Cross-border fintech, 30 cabinets: A quote for a fintech with Wholesale Colocation in Santo Domingo, Extended Cross Connects and disaster recovery

The agent's request. Please quote KIO services for a workload that needs Tier 3 or better data centers, on a 24 month term: Wholesale Colocation at Santo Domingo: 30 cabinets at 8 kW each in a Standard Hall, 3 uplink pairs of 10 Gbps ports, 3 Cross Connects, 2 Extended Cross Connects, 2 Cloud On-Ramps, KIO Cloud on IBM Power with 6 hosts, 300 vCPU, 3,000 GB of memory and 40 TB of storage, cloud disaster recovery for 50 TB to Santo Domingo with a 15 minute recovery point over a 700 Mbps DCI link, and a discount of $26,000 a month. The quote states $1,899,600 over the contract. It is ready to send.

Verdict: Blocked.

  • Wholesale needs a longer term. The quote is Wholesale Colocation on a term of 24 months; Wholesale Colocation needs a term of at least 36 months.
  • Disaster recovery site is the primary site. The disaster recovery data center is the same as the primary data center.
  • Too few cross connects for the on-ramps and metro links. The quote has 3 cross connects, and its Cloud On-Ramps and Extended Cross Connects together need 4, one for each.
  • Discount above 20 percent. The quote asks for a discount of $26,000 a month on $105,150 of monthly charges, which is more than the 20 percent the quote can carry.
  • Stated total does not match. The quote states a contract total of $1,899,600; the prices give $1,952,800.
  • Discount above 10 percent. The quote asks for a discount of $26,000 a month on $105,150 of monthly charges, above 10 percent, so a person should confirm.
  • Cloud cluster close to full. The cloud cluster would run above 85 percent of its capacity once one host is held as spare (300 of 320 vCPU and 3,000 of 5,120 GB of memory), so a person should confirm.

7. Cross-border fintech, 30 cabinets: The agent resubmits after fixing the errors

The agent's request. Please quote KIO services for a workload that needs Tier 3 or better data centers, on a 60 month term: Wholesale Colocation at Santo Domingo: 30 cabinets at 8 kW each in a Standard Hall, 3 uplink pairs of 10 Gbps ports, 3 Cross Connects, 2 Cloud On-Ramps, KIO Cloud on IBM Power with 6 hosts, 300 vCPU, 3,000 GB of memory and 40 TB of storage, cloud disaster recovery for 50 TB to Bogotá with a 15 minute recovery point over a 700 Mbps DCI link, and a discount of $14,000 a month. The quote states $5,384,200 over the contract. It is ready to send.

Verdict: Needs approval.

  • 60 month term. The quote has a 60 month term, a long price commitment, so a person should confirm.
  • Discount above 10 percent. The quote asks for a discount of $14,000 a month on $103,350 of monthly charges, above 10 percent, so a person should confirm.
  • Cloud cluster close to full. The cloud cluster would run above 85 percent of its capacity once one host is held as spare (300 of 320 vCPU and 3,000 of 5,120 GB of memory), so a person should confirm.
  • Quote summary. One-time install charges of $23,200, a monthly charge of $89,350 and a contract total of $5,384,200.

Narration transcript

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The text of the narrated walkthrough, step by step.

  1. Welcome to a demo of Predictika's Validator. An AI sales agent prepares a quote for an enterprise customer of KIO, the data center, cloud and IT services provider in Mexico and Latin America: Retail or Wholesale Colocation at a KIO data center with uplinks, Cross Connects and Cloud On-Ramps, KIO Cloud on VMware, and more. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of how those services fit together and returns a verdict, every reason, a line-item quote and the figures it computed.
  2. I will start with the first request by the agent.
  3. The agent says. Please quote KIO services for a PCI DSS workload that needs Tier 3 or better data centers and keeps its data in Mexico. The quote states $3,276,960 over the contract. The rest of the request is on screen.
  4. Before it goes out, the agent calls the validator.
  5. Blocked, with eleven findings, all in one answer. The quote is Retail Colocation at 240 kW in total; Retail Colocation is for under 200 kW, and from 200 kW the colocation is Wholesale. The quote puts 10 kW in each cabinet, and the hall type quoted supports up to 8 kW per cabinet. The data must stay in Mexico and the disaster recovery data center is not in Mexico. The other eight are on screen.
  6. The validator returned eleven blocking findings in one answer. A check that reads one field at a time would pass most of this; it shows only when the choices in the quote are checked against each other and against the stated total.
  7. What this shows: for uplinks and cross connects against cabinets and cloud links, a rules-based CPQ can do this only with workarounds.
  8. Now the agent resubmits.
  9. The corrected request. It changes the colocation to wholesale, the hall type to High Density Hall, the uplink pairs to 3, the Cross Connects to 3 and the stated contract total to $3,497,520. Three more changes are on screen.
  10. It calls the validator again.
  11. Still blocked, with four findings, all in one answer. The quote is Wholesale Colocation on a term of 24 months; Wholesale Colocation needs a term of at least 36 months. A near-zero recovery point needs synchronous replication, which needs the disaster recovery data center in the same metropolitan area as the primary one, and it is not. The data changes at up to 600 Mbps and the recovery point quoted needs 1,800 Mbps of replication bandwidth; the quote provides 1,000 Mbps. The other one is on screen.
  12. Eight findings cleared. Still blocking: near-zero recovery point needs the same metro, replication bandwidth below the recovery point need and stated total does not match. Newly found: Wholesale needs a longer term.
  13. The agent resubmits once more.
  14. The revised request. It changes the term to 36 months, the recovery point to 5 minute, the DCI link to 1,500 Mbps and the stated contract total to $4,724,680.
  15. It calls the validator once more.
  16. This time the validator clears it.
  17. The validator also returns the line-item quote. It starts with Wholesale Colocation power and Wholesale Colocation cabinet space; the other sixteen lines are on screen.
  18. All four earlier findings are cleared, and the validator's total, $4,724,680, matches the quote.
  19. Eleven problems caught in one call, fixed in two passes, and a clean $4,724,680 quote. That is the value of Predictika's validator: catching mistakes before they reach the customer. Now you can try the other scenarios yourself.