**BOTH-SIDES STATUTORY MEMORANDUM** **To:** Cinder Peak Foods **From:** Neutral statutory analysis team **Re:** Whether the vendor system “Mosaic” is a covered screening instrument under the Applicant Screening Transparency Act; notice, audit, penalty, and 30-day cure issues **Question Presented:** How should Cinder Peak analyze the regulator’s assertion that Mosaic is a screening instrument, and what should Cinder Peak do during the 30-day cure period? --- ## I. Short Answer On the facts presented, Mosaic is very likely a **screening instrument** under the Act. It is a computational process that produces a narrative assessment and a binary recommendation—“advance” or “do not advance”—and the factual record shows that the recommendation materially influenced advancement decisions. Human review and the possibility of override do **not** avoid statutory coverage because the Act expressly provides that an employer “uses” a screening instrument when it deploys the instrument in whole or substantial part to evaluate applicants, even if a human may review or override the output. Mosaic also likely cannot use the clerical-tool exemption because it does more than record, transcribe, format, schedule, or route information. It analyzes speech pace, pauses, content, and stated examples; it generates a narrative assessment of applicant characteristics; and it recommends an employment outcome. The specific exemption therefore fails because it does not satisfy every stated condition. The 2012 legislative materials are unlikely to save Cinder Peak. The Act’s definition is functional, its examples are expressly nonexhaustive, and the Act provides that broad functional language reaches later technologies when the conduct falls within the enacted definition. Applying the existing definition to current use of Mosaic is not impermissibly retroactive; it is prospective application of the statute to present conduct. Cinder Peak has likely violated the notice and audit duties. The applicant-facing notice does not disclose that automated evaluation will occur, does not identify the characteristics evaluated, and does not state the retention period. The vendor’s general validation report is not an employer-specific independent impact audit. The narrow-construction rule for civil penalties may help Cinder Peak if the penalty amount is ambiguous, but it does **not** narrow the Act’s coverage or its notice and audit duties. The safest concrete course within the 30-day cure period is to **pause Mosaic’s evaluative and recommendation functions immediately** and either keep the system paused or operate only a genuinely clerical, non-evaluative transcription/recording process while completing the required notice and independent employer-specific audit before any resumed evaluative use. --- ## II. Factual and Statutory Framework ### A. Key facts Cinder Peak uses Mosaic for first-round interviews. Applicants record answers to six questions. Mosaic: 1. Transcribes the recording. 2. Analyzes content, speech pace, pauses, and stated examples of teamwork and conflict. 3. Generates a narrative assessment of communication, adaptability, and customer orientation. 4. Produces one of two recommendations: “advance” or “do not advance.” A recruiter sees the transcript, narrative, and recommendation. Recruiters may override Mosaic. Over six months: - Mosaic was used in 3,200 applications. - Recruiters followed the recommendation in 94 percent of cases. - 870 applicants received “do not advance” and left the process at that stage. Cinder Peak’s applicant page says only: > “Your interview may be recorded and reviewed to assist our recruiting team.” The page does not disclose: - automated evaluation; - the characteristics evaluated; - the retention period. Mosaic retains recordings for 18 months. Cinder Peak has no employer-specific impact audit. The vendor supplied a general validation report based on customers in several industries. Internal materials call Mosaic “an interview copilot, not a decision system.” A recruiter training slide says: > “Start from Mosaic's recommendation. Override only when the transcript shows a clear miss.” The Act was enacted in 2012. Legislative hearing materials discussed numerical aptitude tests and resume-ranking software but did not mention generated narratives, recorded video, or language models. ### B. Key statutory provisions The Act provides, in relevant part: 1. A “screening instrument” is any computational process that assigns a score, classification, ranking, recommendation, or other output that determines or materially influences whether an applicant advances. 2. An employer “uses” a screening instrument when it deploys the instrument in whole or substantial part to evaluate applicants, even if a human may review or override the output. 3. A tool used solely to record, transcribe, format, schedule, or route information is exempt if it does not evaluate applicant characteristics or recommend an employment outcome. 4. Before collecting information for a screening instrument, the employer must notify the applicant that automated evaluation will occur, identify the characteristics evaluated in ordinary language, and state the retention period. 5. A covered employer must obtain an independent impact audit before first use and annually thereafter. A vendor’s general product test is not an employer-specific audit. 6. The Act lists “aptitude tests, personality inventories, scoring algorithms, and ranked resume filters” as examples. The list is illustrative, not exhaustive. 7. Statutory words are applied according to ordinary meaning in context. Broad functional language reaches later technologies when the conduct falls within the enacted definition. 8. A specific exemption controls over a general definition, but exemptions are limited to conduct that satisfies every stated condition. 9. Ambiguity in the civil-penalty amount is construed narrowly. The notice and audit duties are remedial and are construed to give effect to the defined coverage. 10. The regulator must give 30 days to cure a first violation before seeking penalties. Continued use after the cure period may be penalized per affected applicant. --- # III. Issue-by-Issue Analysis ## A. Whether Mosaic satisfies the defined functions of a screening instrument ### 1. Statutory definition A screening instrument is: > any computational process that assigns a score, classification, ranking, recommendation, or other output that determines or materially influences whether an applicant advances in an employment process. The definition has three relevant components: 1. **Computational process** 2. **Output type**: score, classification, ranking, recommendation, or other output 3. **Effect on advancement**: determines or materially influences whether the applicant advances ### 2. Regulator’s position The regulator would argue that Mosaic satisfies each element. #### a. Mosaic is a computational process Mosaic is a vendor system that automatically transcribes interviews and analyzes recorded responses. That is plainly a computational process. #### b. Mosaic produces covered outputs Mosaic does not merely produce a transcript. It produces: - a narrative assessment of communication, adaptability, and customer orientation; - a binary recommendation: “advance” or “do not advance.” The binary recommendation is expressly within the statutory definition. Even if the narrative assessment were not considered a “score” or “classification,” the advance/do-not-advance recommendation is directly covered. The phrase “other output” also helps the regulator. Even if Mosaic’s output were framed as a qualitative summary rather than a numerical score, the recommendation is still an output that affects the applicant’s advancement. #### c. Mosaic materially influences advancement The strongest regulator point is factual. Recruiters followed Mosaic’s recommendation in 94 percent of 3,200 applications. The training slide instructs recruiters to “start from Mosaic's recommendation.” And 870 applicants received “do not advance” and left the process at that stage. Those facts support the conclusion that Mosaic’s output did not merely exist in the background. It materially influenced whether applicants advanced. Even if Mosaic does not “determine” the outcome, the statute also covers outputs that “materially influence” advancement. A recommendation that recruiters are told to start from, and that they follow in the large majority of cases, is a strong candidate for material influence. ### 3. Company’s position Cinder Peak would argue that Mosaic is not a screening instrument because it is an “interview copilot,” not a decision system. Its strongest textual arguments would be: #### a. Mosaic does not determine advancement Cinder Peak could argue that the recruiter makes the final decision. The recruiter may override Mosaic. Therefore, Mosaic does not “determine” advancement. This argument has some force if the statute required the tool to be the final decisionmaker. But the statute does not require that. It also covers outputs that “materially influence” advancement. #### b. Mosaic does not assign a score Cinder Peak might argue that Mosaic does not produce a numerical score, ranking, or classification. It produces a narrative and a recommendation. That argument is weaker because the statute expressly includes “recommendation.” Mosaic produces exactly that. #### c. The narrative is a summary, not an evaluation Cinder Peak could argue that the narrative is a descriptive summary for human review, not an automated evaluation. The transcript and narrative simply help the recruiter understand the interview. This argument is undercut by the facts. Mosaic analyzes speech pace, pauses, content, and examples. It generates a narrative assessment of communication, adaptability, and customer orientation. Those are applicant characteristics. The output is not merely a transcription or neutral summary; it assesses the applicant’s qualities. #### d. Human judgment controls, so there is no material influence Cinder Peak could argue that because recruiters may override, the recommendation is not materially influential. The 6 percent override rate could be presented as evidence that humans are not rubber-stamping. But 94 percent adherence is strong evidence of material influence. The training instruction to “start from Mosaic's recommendation” reinforces that point. The fact that 870 applicants received “do not advance” and left the process at that stage also undercuts the argument that the recommendation was merely informational. ### 4. Assessment The stronger position is the regulator’s. Mosaic is a computational process that produces a recommendation and narrative assessment. The facts show that the recommendation was widely followed and that many applicants stopped after receiving “do not advance.” Even if the output is not binding, it likely materially influences advancement. **Likely outcome:** Mosaic satisfies the defined functions of a screening instrument. --- ## B. Whether human review and override prevent statutory “use” ### 1. Statutory rule The Act provides that an employer “uses” a screening instrument when it: > deploys the instrument in whole or substantial part to evaluate applicants, even if a human may review or override the output. This is one of the most important provisions for Cinder Peak. It expressly rejects a “human-in-the-loop” defense if the tool is deployed to evaluate applicants. ### 2. Regulator’s position The regulator would argue that Cinder Peak used Mosaic in a manner squarely covered by the statute. #### a. Mosaic was deployed for first-round interviews Mosaic was not used in a peripheral or incidental way. It was used for first-round interviews across 3,200 applications. That is a central part of the hiring process. #### b. Mosaic evaluated applicants Mosaic analyzed: - content; - speech pace; - pauses; - stated examples of teamwork and conflict; - communication; - adaptability; - customer orientation. Those are evaluations of applicant characteristics. #### c. Mosaic was used in whole or substantial part Cinder Peak does not merely use a small fragment of Mosaic. It uses Mosaic to transcribe, analyze, generate a narrative, and produce a recommendation. The recommendation is then presented to the recruiter. The training materials tell recruiters to start from that recommendation. That is at least “substantial part” use. #### d. Human review does not avoid use The statute expressly says an employer uses a screening instrument “even if a human may review or override the output.” That language appears designed to prevent exactly the argument Cinder Peak is making. The regulator would therefore argue that the recruiter’s ability to override does not convert a covered screening instrument into an exempt human review tool. ### 3. Company’s position Cinder Peak would argue that it did not “use” Mosaic to evaluate applicants. Instead, it used Mosaic to assist recruiters. Its arguments would include: #### a. The recruiter makes the decision Cinder Peak could argue that the statutory “use” element should be limited to cases where the employer relies on the tool as a decisionmaker. Here, the recruiter makes the final advancement decision. But the statute defines use functionally, not by ultimate authority. The tool can be used “in whole or substantial part to evaluate applicants” even if a human ultimately decides. #### b. Mosaic is auxiliary, not primary Cinder Peak could argue that Mosaic is an aid, not the evaluation itself. The transcript and narrative are inputs to human judgment. That argument is weaker because Mosaic itself performs the evaluation steps. It does not merely provide raw material. It analyzes and assesses. #### c. The 6 percent override rate shows meaningful human control Cinder Peak could point to the 6 percent override rate as evidence that recruiters independently evaluated applicants and were not simply following Mosaic. But 6 percent is not a strong counter to 94 percent adherence. The training slide also says recruiters should “start from Mosaic's recommendation.” That suggests that the human review is anchored to Mosaic, not independent of it. ### 4. Assessment The company’s human-review argument is not fatal, but it is not likely to succeed on these facts. The Act expressly provides that use exists even if a human may review or override the output. The fact that recruiters followed Mosaic 94 percent of the time makes it difficult to argue that Mosaic was not used in substantial part to evaluate applicants. **Likely outcome:** Human review and override do not prevent statutory “use.” --- ## C. The clerical-tool exemption ### 1. Statutory exemption A tool is exempt if it is used **solely** to: - record; - transcribe; - format; - schedule; or - route information. The exemption is further limited by the condition that the tool: - does not evaluate applicant characteristics; and - does not recommend an employment outcome. The Act also provides that a specific exemption controls over a general definition, but only if the exemption is satisfied in full. ### 2. Regulator’s position The regulator would argue that Mosaic fails the exemption for at least two independent reasons. #### a. Mosaic is not used solely for clerical functions Mosaic transcribes the recording, but it also: - analyzes content; - analyzes speech pace and pauses; - analyzes stated examples of teamwork and conflict; - generates a narrative assessment; - produces an advance/do-not-advance recommendation. Because Mosaic performs analytical and evaluative functions in addition to transcription, it is not used “solely” to record or transcribe information. #### b. Mosaic evaluates applicant characteristics The exemption requires that the tool not evaluate applicant characteristics. Mosaic evaluates: - communication; - adaptability; - customer orientation; - teamwork; - conflict handling; - speech pace and pauses. Those are applicant characteristics. #### c. Mosaic recommends an employment outcome The exemption also requires that the tool not recommend an employment outcome. Mosaic expressly recommends: - “advance”; or - “do not advance.” That is a direct recommendation about an employment outcome. ### 3. Company’s position Cinder Peak would argue that the exemption should apply, or at least that a portion of Mosaic’s functionality is exempt. Its arguments would include: #### a. Transcription is clerical Cinder Peak could argue that Mosaic’s core function is transcription. Transcription is expressly listed in the exemption. But the exemption applies only if the tool is used “solely” for those functions. If the same system also generates assessments and recommendations, the “solely” requirement likely fails. #### b. The narrative is a summary, not an evaluation Cinder Peak might argue that the narrative is a qualitative summary for the recruiter, not an evaluation within the meaning of the Act. That is difficult to sustain. The narrative is described as an assessment of communication, adaptability, and customer orientation. Those are characteristics. The system also analyzes speech pace and pauses, which are behavioral or performance-related signals. #### c. The recommendation is advisory Cinder Peak could argue that the recommendation is not an employment outcome because it is not final. The recruiter may override it. But the recommendation is about advancement: “advance” or “do not advance.” That is an employment outcome. The fact that it is advisory does not remove it from the exemption’s prohibition. #### d. The exemption should control over the general definition Cinder Peak could argue that because the Act includes a specific clerical exemption, the exemption should control over the broad “screening instrument” definition. That argument is correct only if the tool satisfies every condition of the exemption. Here, Mosaic does not. ### 4. Assessment The clerical exemption is unlikely to apply to Mosaic as currently used. The system is not solely clerical, it evaluates characteristics, and it recommends an advancement outcome. A reconfigured version that only records or transcribes interviews, without content analysis, speech analysis, narrative assessment, or recommendation, could potentially qualify for the exemption. But that is not Mosaic as currently deployed. **Likely outcome:** The clerical-tool exemption is unavailable for Mosaic in its present form. --- ## D. Significance of the nonexhaustive examples and the 2012 legislative materials ### 1. The statutory examples The Act lists as examples: - aptitude tests; - personality inventories; - scoring algorithms; - ranked resume filters. The Act states that the word “including” makes the list illustrative, not exhaustive. ### 2. Regulator’s position The regulator would argue that the examples confirm that the Act is not limited to old-fashioned numerical tests. #### a. The examples show a focus on automated outputs The listed examples include “scoring algorithms” and “ranked resume filters.” Those are computational outputs that influence advancement. Mosaic is similar in function: it processes applicant data and produces an output that influences advancement. #### b. The list is nonexhaustive Because the list is illustrative, Mosaic does not need to be an aptitude test, personality inventory, scoring algorithm, or ranked resume filter. It can still be covered if it is a computational process that produces a recommendation or other output that materially influences advancement. #### c. The Act expressly reaches later technologies The Act provides that broad functional language reaches later technologies when the conduct falls within the enacted definition. That provision directly answers the company’s “this technology did not exist in 2012” argument. ### 3. Company’s position Cinder Peak would argue that the 2012 legislative materials limit the statute’s intended scope. Its arguments would include: #### a. The 2012 materials mention only older technologies The legislative hearing materials discussed numerical aptitude tests and resume-ranking software. They did not mention: - generated narratives; - recorded video interviews; - language models; - generative AI; - interview copilots. Cinder Peak could argue that this shows the legislature did not intend to cover generative interview models. #### b. “Screening instrument” had a narrower ordinary meaning in 2012 Cinder Peak might argue that in 2012, “screening instrument” ordinarily meant a standardized test or ranking tool, not an AI-generated narrative summary used by a human recruiter. This argument is weaker because the statutory definition is not limited to tests. It includes “computational process,” “recommendation,” and “other output.” #### c. Applying the Act to generative AI is an impermissible expansion Cinder Peak could argue that the regulator is rewriting the statute by applying a 2012 law to a modern generative model. But that argument runs into the Act’s express rule that broad functional language reaches later technologies when the conduct falls within the definition. ### 4. Assessment The 2012 legislative materials are not likely to control the outcome. They may show that the legislature did not specifically discuss generative interview models, but they do not override the statutory text. The Act’s definition is functional. The examples are nonexhaustive. The Act expressly contemplates that later technologies may fall within the definition. If Mosaic produces a recommendation that materially influences advancement, the fact that it uses a generative model is not a decisive limitation. **Likely outcome:** The nonexhaustive examples and functional definition favor coverage; the 2012 legislative materials are not a strong defense. --- ## E. Whether applying the existing definition to current conduct is retroactive ### 1. Regulator’s position The regulator would argue that there is no impermissible retroactivity. #### a. The Act applies to current conduct Cinder Peak is using Mosaic now. The Act was enacted in 2012, but it regulates present use of computational screening processes. Applying the statute to current conduct is prospective, not retroactive. Retroactivity problems usually arise when a law changes the legal consequences of past conduct or deprives someone of a vested right. Here, the regulator is not saying that conduct that was lawful in 2012 is now illegal. It is saying that current use of Mosaic falls within the Act’s definition. #### b. The Act expressly reaches later technologies The Act provides that broad functional language reaches later technologies when the conduct falls within the enacted definition. That is a strong textual basis for applying the 2012 statute to modern generative systems. #### c. The definition gave fair notice The Act’s definition is broad enough to give notice: if a computational process produces a recommendation or other output that determines or materially influences advancement, it may be a screening instrument. Cinder Peak could have understood that a system producing “advance” or “do not advance” recommendations might be covered. ### 2. Company’s position Cinder Peak would argue that applying the 2012 Act to a generative interview model is retroactive or at least beyond fair notice. Its arguments would include: #### a. Generative models did not exist in 2012 Cinder Peak could argue that the legislature could not have intended to regulate language-model-based interview analysis because the technology did not exist. But the absence of a specific technology from the legislative history does not necessarily limit a functional statutory definition. The Act’s definition is not tied to a specific mechanism. #### b. The ordinary meaning of “screening instrument” in 2012 did not include generative copilots Cinder Peak might argue that in 2012, “screening instrument” ordinarily meant a standardized instrument, not an AI-generated narrative. This argument is weaker because the statute defines the term functionally and includes “computational process” and “recommendation.” #### c. It is unfair to penalize current use under an old law Cinder Peak could argue that it is unfair to treat its use of Mosaic as a violation of a law enacted before the technology existed. But fairness is not the same as retroactivity. A law can be old but still apply to present conduct. The 30-day cure period also mitigates the fairness concern by giving Cinder Peak time to correct its practices before penalties are sought. ### 3. Assessment The retroactivity argument is weak. The statute is being applied to present conduct, not past conduct. The Act’s definition is broad, and the Act expressly states that broad functional language reaches later technologies when the conduct falls within the definition. **Likely outcome:** Applying the existing definition to current Mosaic use is not impermissibly retroactive. --- ## F. The notice and employer-specific audit duties ### 1. Notice duty The Act requires that, before collecting information for a screening instrument, the employer must: 1. notify the applicant that automated evaluation will occur; 2. identify the characteristics evaluated in ordinary language; and 3. state the retention period. #### a. Regulator’s position The regulator would argue that Cinder Peak violated the notice duty. The applicant page says only: > “Your interview may be recorded and reviewed to assist our recruiting team.” That notice fails in at least three ways: 1. It does not say that **automated evaluation** will occur. 2. It does not identify the **characteristics evaluated**, such as communication, adaptability, customer orientation, speech pace, pauses, teamwork, and conflict examples. 3. It does not state the **retention period**, which is 18 months. The phrase “recorded and reviewed” may imply human review, but it does not disclose automated evaluation. If Mosaic is a screening instrument, Cinder Peak had to notify applicants before collecting their interview information for use by Mosaic. The current notice is insufficient. #### b. Company’s position Cinder Peak would argue that the notice was sufficient because it disclosed that interviews may be recorded and reviewed. That argument is weak if Mosaic is covered. The Act requires specific disclosure of automated evaluation, characteristics, and retention. A general statement about recording and human review does not satisfy those requirements. Cinder Peak might also argue that because Mosaic is not a screening instrument, the notice duty does not apply. But that is a coverage argument, not a notice argument. If Mosaic is covered, the notice is deficient. #### c. Cure of notice violations If Cinder Peak continues to use Mosaic as a screening instrument, it must update the notice before collecting any further interview information. The notice should, at minimum, state in ordinary language: - that automated evaluation will occur; - what Mosaic evaluates, such as interview responses, speech pace, pauses, examples of teamwork and conflict, and traits such as communication, adaptability, and customer orientation; - how long recordings and related data are retained, such as 18 months. If Cinder Peak pauses Mosaic’s evaluative functions and uses only a human-only or transcription-only process, the notice should reflect that reality. If no automated screening evaluation occurs, the company should not describe the process as automated evaluation. ### 2. Audit duty The Act requires a covered employer to obtain: - an independent impact audit before first use; and - an independent impact audit annually thereafter. The Act also provides that a vendor’s general product test is not an employer-specific audit. #### a. Regulator’s position The regulator would argue that Cinder Peak violated the audit duty. Cinder Peak has no employer-specific impact audit. It used Mosaic for six months without one. The vendor supplied a general validation report based on customers in several industries, but that is not an employer-specific independent impact audit. The Act is explicit: a vendor’s general product test is not sufficient. #### b. Company’s position Cinder Peak would argue that the vendor’s general validation report satisfies the audit requirement because it tested the product. That argument is weak. The statute specifically excludes a vendor’s general product test from qualifying as an employer-specific audit. A general report based on other customers and industries does not account for Cinder Peak’s applicant pool, hiring practices, job requirements, or the specific way Mosaic is used. Cinder Peak might also argue that the audit requirement should not apply because Mosaic is not a screening instrument. Again, that is a coverage argument. If Mosaic is covered, the audit duty applies. #### c. Cure of audit violations The audit duty is harder to cure retroactively. If Cinder Peak used Mosaic for the first time without an audit, that prior failure may not be undone simply by obtaining an audit now. However, obtaining an independent employer-specific audit before any resumed use is necessary to avoid future violations. For the 30-day cure period, the practical point is that Cinder Peak should not resume evaluative use of Mosaic until the independent audit is complete. ### 3. Remedial construction of notice and audit duties The Act provides that the notice and audit duties are remedial and are construed to give effect to the defined coverage. That means the company cannot easily avoid these duties by arguing that they should be read narrowly. If Mosaic is a screening instrument, the notice and audit duties apply in full. **Likely outcome:** If Mosaic is covered, Cinder Peak likely violated both the notice duty and the audit duty. --- ## G. The narrow-construction rule for penalties versus coverage ### 1. Statutory rule The Act provides: - Ambiguity in the civil-penalty amount is construed narrowly. - The notice and audit duties are remedial and are construed to give effect to the defined coverage. ### 2. Company’s position Cinder Peak could argue that the penalty provision should be construed narrowly against the regulator. For example, if the statute says penalties may be imposed “per affected applicant” but does not specify a dollar amount, a cap, or a limitation based on intent, Cinder Peak might argue that the penalty amount is ambiguous and should be read narrowly. Cinder Peak could also argue that the first-violation cure period requires the regulator to give it 30 days before seeking penalties. If Cinder Peak cures the violation during that period, penalties should not follow. ### 3. Regulator’s position The regulator would argue that the narrow-construction rule applies only to penalty ambiguity, not to coverage. The regulator would say: 1. The coverage definition is broad and functional. 2. The notice and audit duties are remedial and must be given effect. 3. The narrow-construction rule does not allow an employer to avoid coverage by pointing to penalty ambiguity. 4. If Cinder Peak continues using Mosaic after the cure period without complying, the statute permits penalties per affected applicant. ### 4. Assessment The narrow-construction rule may be useful to Cinder Peak in limiting the amount or scope of penalties, especially if the penalty provision is ambiguous. But it does not help Cinder Peak avoid the core coverage question. The more important procedural point is the 30-day cure period. If Cinder Peak pauses the challenged use before the cure period expires, it may avoid post-cure penalties for continued use. If it continues using Mosaic after the cure period, it risks exposure per affected applicant. **Likely outcome:** The narrow-construction rule is a penalty issue, not a coverage defense. --- # IV. Strongest Arguments for Each Side ## A. Strongest company argument Cinder Peak’s strongest argument is that Mosaic is a **human-in-the-loop interview aid**, not an automated decision system. The company would emphasize: 1. **Recruiters make the final decision.** The recruiter reviews the transcript, narrative, and recommendation and may override Mosaic. 2. **Mosaic does not produce a binding score.** It produces a narrative and a recommendation, not a deterministic result. 3. **The 6 percent override rate shows meaningful human judgment.** Recruiters did not follow Mosaic in every case. 4. **The 2012 Act did not contemplate generative interview models.** The legislative materials discussed aptitude tests and resume-ranking software, not language-model-generated narratives. 5. **The penalty provision should be construed narrowly.** Any ambiguity in the civil-penalty amount should be resolved in Cinder Peak’s favor. This is the company’s best position, but it is weakened by the statutory text and the facts. The Act expressly includes “recommendation” and provides that human review or override does not avoid “use.” The 94 percent adherence rate and the instruction to “start from Mosaic's recommendation” make it difficult to characterize Mosaic as a purely advisory tool. ## B. Strongest regulator argument The regulator’s strongest argument is that Mosaic is a covered screening instrument as a matter of statutory text and practical effect. The regulator would emphasize: 1. **Mosaic produces a recommendation.** The Act expressly covers computational processes that assign a recommendation. 2. **The recommendation materially influences advancement.** Recruiters followed Mosaic in 94 percent of cases. They were instructed to start from its recommendation. 870 applicants received “do not advance” and left the process at that stage. 3. **Human override does not avoid coverage.** The Act says an employer uses a screening instrument even if a human may review or override the output. 4. **Mosaic is not clerical.** It analyzes content, speech pace, pauses, and examples. It assesses communication, adaptability, and customer orientation. It recommends advancement. 5. **The examples are nonexhaustive.** Mosaic need not be an aptitude test or resume-ranking tool to be covered. 6. **The 2012 date is not a defense.** The Act provides that broad functional language reaches later technologies when the conduct falls within the definition. 7. **Notice and audit duties are clearly violated.** The applicant notice does not disclose automated evaluation, characteristics, or retention. No employer-specific independent impact audit was performed before first use. This is the stronger position on the present facts. --- # V. Concrete Action Cinder Peak Should Take Within the 30-Day Cure Period The safest and most defensible course is to **pause Mosaic’s evaluative and recommendation functions immediately**. Cinder Peak should not continue using Mosaic in its current form during the 30-day cure period while arguing the coverage question. ## A. Immediate action: pause the screening function Cinder Peak should immediately: 1. **Disable Mosaic’s generative assessment and recommendation functions** for all live applicants. 2. **Stop routing new interview recordings to Mosaic for analysis.** 3. **Instruct recruiters not to use Mosaic’s narrative, assessment, or recommendation** in advancement decisions. 4. **Segregate or disable Mosaic outputs** so that recruiters are not “starting from” the recommendation. 5. **Document the date and time of the pause** and the specific functions that were disabled. If interviews must continue during the cure period, Cinder Peak should use one of two alternatives: ### Alternative 1: Human-only first-round review Recruiters review the recorded interview or transcript directly and make independent advancement decisions. Mosaic is not used to analyze, assess, or recommend. ### Alternative 2: Clerical-only Mosaic mode If Mosaic is used only to record, transcribe, format, schedule, or route information, and not to evaluate applicant characteristics or recommend an employment outcome, it may fall within the clerical exemption. But this requires careful configuration: - no content analysis; - no speech-pace or pause analysis; - no narrative assessment of communication, adaptability, or customer orientation; - no “advance” or “do not advance” recommendation; - no use of Mosaic outputs as a starting point for advancement decisions. A mere transcript is likely more defensible as clerical, but the system must not itself evaluate characteristics or recommend an outcome. ## B. Within 30 days: fix notice and data handling If Cinder Peak continues any process that could be treated as collecting information for a screening instrument, it should update the applicant-facing notice before collecting further information. The notice should state in ordinary language: 1. that automated evaluation will occur, if applicable; 2. the characteristics evaluated, such as: - interview responses; - speech pace and pauses; - examples of teamwork and conflict; - communication; - adaptability; - customer orientation; 3. the retention period, such as 18 months. If Cinder Peak pauses automated evaluation and uses only human review or transcription-only functions, the notice should reflect that. It should not describe the process as automated evaluation if no automated evaluation occurs. Cinder Peak should also: - confirm the retention period for recordings and Mosaic-generated outputs; - ensure retention is no longer than necessary or as disclosed; - preserve records of the pause, configuration changes, notices, and recruiter instructions. ## C. Before resuming evaluative use: obtain an independent employer-specific impact audit Cinder Peak should not resume Mosaic’s evaluative and recommendation functions until it has obtained an independent employer-specific impact audit. The vendor’s general validation report is not enough. The audit must be: - independent; - employer-specific; - focused on Cinder Peak’s use of Mosaic; - completed before first resumed use of the screening function. If the audit will not be completed within the 30-day cure period, Cinder Peak should keep the evaluative function paused. ## D. Send a cure response to the regulator Cinder Peak should provide the regulator with a concrete cure response within the 30-day period. The response should include: 1. the date Mosaic’s evaluative and recommendation functions were paused; 2. the current interim process, whether human-only or transcription-only; 3. confirmation that no Mosaic recommendation or assessment is being used for advancement decisions; 4. any updated applicant-facing notice; 5. the retention policy for interview recordings and related data; 6. the status of the independent impact audit; 7. a timeline for completing the audit if Cinder Peak intends to resume evaluative use later; 8. preservation of relevant records, including Mosaic outputs, recruiter decisions, training materials, and configuration settings. ## E. Do not rely on weak defenses while continuing use Cinder Peak should avoid continuing current use while asserting that Mosaic is merely a copilot. The internal procurement description of Mosaic as “an interview copilot, not a decision system” may help rhetorically, but the training slide saying recruiters should “start from Mosaic's recommendation” is a significant adverse fact. Continuing use after the cure period without completing the required notice and audit creates the greatest legal risk. The 30-day cure period is best used to stop the challenged practice, document the cure, and prepare for a compliant resumption if and when appropriate. --- # VI. Bottom-Line Issue Table | Issue | Stronger Company Point | Stronger Regulator Point | Likely Statutory Outcome | |---|---|---|---| | Screening instrument | Mosaic is a copilot, not a decision system | Mosaic produces a recommendation and materially influences advancement | Mosaic likely covered | | Human review/override | Recruiters make final decisions and can override | Act says use exists even if human may review or override | Human review does not avoid use | | Clerical exemption | Transcription is clerical | Mosaic analyzes characteristics and recommends advancement | Exemption unavailable in current form | | 2012 examples and history | 2012 materials did not mention generative AI | Definition is functional and examples are nonexhaustive | 2012 materials unlikely to control | | Retroactivity | New technology was not foreseen | Act applies to current conduct and expressly reaches later technologies | Not impermissibly retroactive | | Notice duty | Page says interviews may be recorded and reviewed | Notice must disclose automated evaluation, characteristics, and retention | Likely violated if Mosaic is covered | | Audit duty | Vendor validation report exists | Act requires employer-specific independent audit | Likely violated if Mosaic is covered | | Penalty construction | Penalty ambiguity should be construed narrowly | Narrow-construction rule does not narrow coverage | May limit penalties, not coverage | | Best practical action | Modify or pause while arguing coverage | Cure by stopping noncompliant use | Pause evaluative function now; resume only after notice and independent audit, or use only exempt clerical functions | --- ## VII. Conclusion Cinder Peak’s best legal position is that Mosaic is a human-facing interview aid whose outputs are nonbinding and subject to recruiter override. Its second best position is that the 2012 Act was not designed to reach generative interview models. Both arguments have some force, but both are significantly weakened by the statute’s text and the facts. The stronger statutory analysis is that Mosaic is a screening instrument. It is a computational process that produces a narrative assessment and a binary advancement recommendation. The recruiter’s 94 percent adherence to the recommendation, the instruction to start from that recommendation, and the 870 applicants who stopped after receiving “do not advance” all support material influence. The clerical exemption does not apply because Mosaic evaluates characteristics and recommends an employment outcome. The 2012 legislative history is not likely to control because the Act’s definition is functional and expressly reaches later technologies when the conduct falls within the definition. Accordingly, Cinder Peak should not continue using Mosaic in its current evaluative and recommendation form during the 30-day cure period. The concrete course is to pause the screening function now, use a human-only or genuinely clerical transcription-only process if interviews must continue, update applicant-facing notice and retention disclosures, and obtain an independent employer-specific impact audit before resuming any automated evaluative use.