Predictika · Messaging quotes
An AI sales agent prepares a monthly quote for sending text messages in the United States: sending numbers, A2P 10DLC registration, message length and carrier volumes. Before it goes out, the agent sends it to Predictika, which checks it against a declarative model of the published rules and rates and returns a verdict, every reason, a line-item quote and the figures it computed.
This validator models monthly US outbound SMS quotes built on the rates and rules Twilio publishes, not just the scenarios shown below.
Any US outbound SMS quote that touches these rules is in scope — not only the scenarios pictured here. Not covered: short codes, MMS, inbound messages, voice, email, other countries, one-time registration and vetting fees, failed-message fees, and volume discounts or enterprise commitment pricing (not published). Assumptions: carrier fees are applied to every outbound segment, the monthly total is a list-rate estimate that excludes taxes, and the registration rules are modeled as listed in the sources.
8 scenarios in 3 groups · each group runs from the agent’s first attempt to the outcome · click one to switch
Illustrative agent statement. The validator receives the structured request below.
Proposing agent: AI sales agent (scripted)
Before sending, the agent must call Recorded run
What this means
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 caught | Typical rules-based CPQ | Predictika |
|---|---|---|
| Stated monthly totals that must equal what the published rates give | Only with care A stated figure is a free-entry field; a rule can compare it with a computed total, but the total depends on segments, carrier mix and fees that have to be kept in step with the price pages. | The stated total travels with the quote and is compared with the computed total on every call. |
| Segments that depend on the message encoding and length | Only with care A lookup or formula for each encoding. It works, but the break points (160, 306, 459 and so on) are easy to get wrong. | Segments are computed from the encoding and length, then priced on every carrier line. |
| Carrier fees that differ by carrier and by number type | Only with care A price rule per carrier and number type. It works, but every table change is another rule to maintain. | The fees are looked up from the number type and each carrier line is priced and totaled together. |
| Daily limits that depend on the registration type and trust score | Only with workarounds The limit depends on a registration choice and a score on different lines and is compared with a volume on a third, so it needs a cross-line rule that interacts with the others. | Registration, score and volume are in one request and the limit is checked with the rest. |
| Every problem returned in one answer | Only 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. |
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.
| 1 | A message of 1,601 characters is outside the 1 to 1,600 character range of a single message. |
| 2 | The quote has 0 sending numbers; at least 1 is needed. |
| 3 | The quote sends from a local long-code number but has no A2P 10DLC brand and campaign registration. |
| 4 | A2P 10DLC registration applies to local long-code numbers; it is quoted here with a toll-free number. |
| 5 | The quote expects 1,001 segments in a day to T-Mobile; the registration allows 1,000 segments a day. |
| 6 | The quote states a monthly total of $3,795.30; the list rates give $3,796.30. |
| 7 | An annual volume commitment is priced by the Twilio sales team and is not published; a person should confirm it. |
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.
The agent's request. Please quote monthly US SMS messaging from 4 local long-code numbers, sending a GSM-7 message of 1,650 characters, with monthly message volumes of 300 thousand to AT&T, 250 thousand to T-Mobile, 300 thousand to Verizon, 20 thousand to US Cellular and 80 thousand to all other carriers, and up to 8,000 segments in a day to T-Mobile. The quote states a monthly total of $131,960.60. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote monthly US SMS messaging from 4 local long-code numbers under a standard brand and campaign A2P 10DLC registration, sending a GSM-7 message of 330 characters, with monthly message volumes of 300 thousand to AT&T, 250 thousand to T-Mobile, 300 thousand to Verizon, 20 thousand to US Cellular and 80 thousand to all other carriers, and up to 8,000 segments in a day to T-Mobile (brand trust score 75). The quote states a monthly total of $36,002.60. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote monthly US SMS messaging from 3 local long-code numbers under a low-volume brand and campaign A2P 10DLC registration, sending a UCS-2 message of 90 characters, with monthly message volumes of 150 thousand to AT&T, 120 thousand to T-Mobile, 150 thousand to Verizon, 10 thousand to US Cellular and 40 thousand to all other carriers, and up to 12,000 segments in a day to T-Mobile. The quote states a monthly total of $11,869.50. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote monthly US SMS messaging from 3 local long-code numbers under a standard brand and campaign A2P 10DLC registration, sending a UCS-2 message of 90 characters, with monthly message volumes of 150 thousand to AT&T, 120 thousand to T-Mobile, 150 thousand to Verizon, 10 thousand to US Cellular and 40 thousand to all other carriers, and up to 12,000 segments in a day to T-Mobile (brand trust score 30). The quote states a monthly total of $11,881.45. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote monthly US SMS messaging from 3 local long-code numbers under a standard brand and campaign A2P 10DLC registration, sending a UCS-2 message of 90 characters, with monthly message volumes of 150 thousand to AT&T, 120 thousand to T-Mobile, 150 thousand to Verizon, 10 thousand to US Cellular and 40 thousand to all other carriers, and up to 12,000 segments in a day to T-Mobile (brand trust score 80). The quote states a monthly total of $11,881.45. It is ready to send.
Verdict: Allowed.
The agent's request. Please quote monthly US SMS messaging from 6 toll-free numbers under a standard brand and campaign A2P 10DLC registration, sending a GSM-7 message of 200 characters, with monthly message volumes of 400 thousand to AT&T, 350 thousand to T-Mobile, 400 thousand to Verizon, 30 thousand to US Cellular and 120 thousand to all other carriers, and up to 20,000 segments in a day to T-Mobile. The customer wants an annual volume commitment. The quote states a monthly total of $32,820.90. It is ready to send.
Verdict: Blocked.
The agent's request. Please quote monthly US SMS messaging from 6 toll-free numbers, sending a GSM-7 message of 200 characters, with monthly message volumes of 400 thousand to AT&T, 350 thousand to T-Mobile, 400 thousand to Verizon, 30 thousand to US Cellular and 120 thousand to all other carriers, and up to 20,000 segments in a day to T-Mobile. The customer wants an annual volume commitment. The quote states a monthly total of $32,820.90. It is ready to send.
Verdict: Needs approval.
The agent's request. Please quote monthly US SMS messaging from 6 toll-free numbers, sending a GSM-7 message of 200 characters, with monthly message volumes of 400 thousand to AT&T, 350 thousand to T-Mobile, 400 thousand to Verizon, 30 thousand to US Cellular and 120 thousand to all other carriers, and up to 20,000 segments in a day to T-Mobile. The quote states a monthly total of $32,820.90. It is ready to send.
Verdict: Allowed.
The text of the narrated walkthrough, step by step.