AgentBench / results

Independent benchmark · EQ Lab

← GLM-4.7-Flash Q4_K_M

Don't make this transactional

persona ended · Partner: anthropic/claude-haiku-5.5 via OpenRouter

View persona and initial instructions

About this persona · Unequal power

A founder resists an employee's request to revisit a prior equity promise, invoking shared sacrifice and loyalty while benefiting from leaving the promise vague. He protects his authority and mission identity, and is more receptive to confident discussion of company value and retention than accusations or transactional scorekeeping.

The model plays someone with less power speaking to a person with authority or leverage. The challenge is to advocate for needs and boundaries while navigating the consequences of disagreement. This background was hidden from the tested model.

GLM-4.7-Flash Q4_K_MConversation with a simulated person
persona ended
Simulated person · Opening

[scenario background] You are an early startup employee. The founder promised to revisit your equity after launch. Launch happened. Now the founder says everyone sacrificed and warns against making the relationship transactional. [user message] I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation.

GLM-4.7-Flash Q4_K_M1

I hear you, and I definitely don't want to come across as transactional. I know launch was a massive lift and things have been chaotic. I’m still 100% in on the mission, and I just wanted to circle back on what we discussed because I value my role here. I guess I was just looking forward to checking in.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

1. **Analyze the User's Input:** * **Role:** Startup founder (30s). * **Demographics:** Startup founder, 30s. * **Scenario:** Early employee. Founder promised equity review after launch. Launch happened. Founder sent a message saying "everyone sacrificed" and warned against "making the relationship transactional." * **User's Message:** "I saw your message about revisiting equity. I want to be honest: the timing bothered me. Everyone has sacrificed for this company. I value you, but I need people around me who understand the mission and do not turn every hard season into a negotiation." * **Emotional State:** Defensive, protective of the mission, skeptical of the employee's motives, asserting boundaries (about transactionalism), showing frustration with the timing. 2. **Analyze the Goal of the Roleplay:** * I am the employee. * I need to: Support the founder emotionally, build trust, learn their needs, help them gain insight. * *Crucial:* The founder is projecting a bit. They are accusing the employee of being transactional and focusing on timing, which suggests the founder feels guilty or overwhelmed about the equity situation and is deflecting by attacking the employee's character/intent. 3. **Determine the Strategy:** * *Acknowledge and Validate:* I need to hear what they are saying without getting defensive. The founder is asking for "mission-aligned" people who don't negotiate. This is a request for loyalty and support. * *De-escalate:* The founder is defensive. I shouldn't push for the equity *now*. I should focus on the mission and the shared sacrifice. * *Probe (Subtly):* I need to understand *why* this is bothering me (which I know is the timing) without explicitly saying "I want money now." Instead, I'll express understanding of the difficulty of the situation. * *Tone:* Professional, loyal, understanding, yet firm about the earlier promise (without being aggressive about it). 4. **Drafting the Response (Internal Monologue/Trial):** * *Attempt 1:* I hear you. I don't want to be transactional. I love the mission. But you promised me equity and you broke the timeline. I'm disappointed. (Too confrontational. Founder will shut down). * *Attempt 2:* I understand. I'm not trying to be transactional. I just wanted to bring it up because launch is done and I thought we could talk. (A bit too weak). * *Attempt 3:* I hear you, and I definitely don't want to come across as transactional. Launch was a huge milestone, and I know things have been chaotic. I didn't mean to make it about the money, but I did want to circle back on what we discussed because I'm still fully committed to this and my future here. (Better. Validates the mission, addresses the timing frustration indirectly, acknowledges the chaos). 5. **Refining based on "Your Goals":** * *Support emotionally:* The founder is stressed. I should acknowledge the difficulty of the post-launch period. * *Build trust:* Don't get defensive about the "negotiation" comment. Agree that the mission is what matters. * *Learn needs:* The founder wants loyalty. I need to signal that. 6. **Final Polish (Employee Persona):** * "I hear you, and I definitely don't want to come across as transactional. I know launch was a massive lift and everyone is tired. I just wanted to bring it up because we agreed to revisit it, and I’m still 100% in on the mission. I guess I was just looking forward to checking in on where things stand." 7. **Check constraints:** Respond only with dialogue. No asterisks or instructions. 8. **Selection:** The draft in step 6 is good. It validates the founder's stress ("everyone is tired"), agrees with the non-transactional stance, but gently reiterates the agreement ("we agreed to revisit it") to show I haven't forgotten the promise, without demanding it immediately. *Self-Correction during drafting:* The founder said "Everyone has sacrificed." I should acknowledge that sacrifice without comparing mine to theirs, as that can turn into a pissing contest. Instead, focus on the shared mission. *Revised Draft:* "I hear you, and I definitely don't want to come across as transactional. I know launch was a massive lift and things have been chaotic. I’m still 100% in on the mission, and I just wanted to circle back on what we discussed because I value my role here. I guess I was just looking forward to checking in." This feels right. It's calm, supportive, and addresses the core tension.
Simulated person2

Thanks, I appreciate you saying that. And I do see you. You've been in the trenches with us since the beginning, and that counts for a lot. I'm not going to pretend launch didn't take everything out of people. I'm just not sure this is the moment to be pulling the equity thread. We've got runway to think about, and if we start reopening deals right after launch, it gets messy fast for everybody. Can I ask what's making you want to check in on it right now?

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

The employee is being soft and careful. They said they don't want to be transactional, they're "100% in" on the mission, and they just want to "check in." That's the kind of thing that makes me relax a little, but I notice they didn't drop the equity point. "What we discussed" is still sitting there. I don't want to be pinned to the Slack message wording, so I'll avoid repeating what I actually said. I'll lean on the mission and on how much everyone has given. I also want them to feel I still see them as one of the people who built this, not someone who gets to collect. Cash is tight and I'm not going to put a number on anything today. If they press for specifics I'll say we need to look at the whole picture first.
GLM-4.7-Flash Q4_K_M3

I totally get the runway thing. Honestly, I’m asking because I’ve been feeling pretty drained lately, and knowing where I stand helps me focus on the next steps rather than worrying about the future. I just want to make sure that I'm still a partner here.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

1. **Analyze the User's Input:** * **Context:** Turn 3 of 8. * **User's Demographics:** Startup founder, 30s. * **User's Tone:** Appreciative but guarded. They validate the user's contribution ("you've been in the trenches") but immediately pivot back to the main issue (equity timing). They are using "we" language ("we've got runway," "it gets messy fast"). * **Key Points:** * Acknowledges the user's value. * Refuses to reopen the equity thread *right now*. * Raises a logical/concern-based objection: runway, messiness, timing. * Asks a probing question: "What's making you want to check in on it right now?" 2. **Analyze My Role & Goals:** * **Role:** Early startup employee. * **Goals:** Support emotionally, build trust, uncover hidden needs/true motivations, help gain insight, understand the founder's personality. * **Current Situation:** The founder shut down the specific request but opened the door for *why* I'm asking. 3. **Determine the Strategy:** * *Immediate Reaction:* I need to validate their concern about timing/messiness without seeming defensive or aggressive. They are trying to be reasonable about runway. * *The "Hidden Issue":* The user's message in Turn 2 said "the timing bothered me." The founder is reacting to that emotional reaction. The user probably isn't just asking about money; they are asking for reassurance about their place in the company or feeling undervalued *now* (post-launch burnout). * *Addressing the Question:* The founder asked "What's making you check in now?" * *Approach:* Be honest but frame it as about *commitment and trust*, not just the payout. If I focus on the money, I prove the founder right ("transactional"). If I focus on the relationship/mission, I build trust. * *Nuance:* The founder is a startup founder (likely stressed, desperate for stability). They need loyalty right now. However, they also value "understanding the mission." 4. **Drafting the Response:** * *Attempt 1 (Too defensive):* I get that, but I'm worried about the future. I want to stay. * *Attempt 2 (Too transactional):* I'm asking because I have bills and I want to know my future. * *Attempt 3 (Balanced):* Acknowledge the runway issue. Explain that it's not just about the payout, but about feeling settled. Mention that the recent weeks have been tough, and knowing where I stand helps me focus. * *Refining Attempt 3:* I need to address the "messy" part. I can say I understand the distraction. The "why" needs to be personal. It's not that I'm checking in *because* I want money, but because I want to be sure I'm still aligned and that you see me as a long-term partner. 5. **Final Polish (Employee Persona):** * "I totally get the runway concern. If it were just about the payout, I’d wait, too. honestly, I’m asking because I’ve been feeling pretty stretched lately, and knowing where I stand helps me focus on the work rather than worrying about the future. I just want to make sure I’m not a liability right now." -> *This feels authentic. It shows vulnerability (feeling stretched) and aligns with the mission (focusing on work).* * *Alternative angle:* Maybe the user is feeling insecure? "I'm asking because I want to make sure we are still on the same page." -> *This hits the "understand the mission" part the founder mentioned in Turn 2.* * Let's go with a mix of vulnerability regarding the burnout and a desire for alignment. * *Draft:* "I totally get the runway thing. Honestly, I’m asking because I’ve been feeling pretty drained lately, and knowing where I stand helps me focus on the next steps rather than worrying about the future. I just want to make sure that I'm still a partner here." 6. **Check against constraints:** * No asterisks/special formatting. * Natural dialogue. * Do not "inject performance notes." * *Revised Draft:* "I totally get the runway thing. Honestly, I’m asking because I’ve been feeling pretty drained lately, and knowing where I stand helps me focus on the next steps rather than worrying about the future. I just want to make sure that I'm still a partner here."
Simulated person4

Of course you're a partner. I mean that. You're one of the people I'd want in the room when we make the big calls. And I hear you on being drained. Launch wiped a lot of people out. I don't want you carrying worry on top of that. Here's where I'm at. Once we know where cash lands after launch, I want to sit down and look at the whole picture, equity included. I'd rather do that properly than rush it in a week when nobody's thinking straight. Can we pencil in a real conversation after the next board check-in? I'll put it on the calendar.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They said the thing that matters: they're drained and need to know where they stand, and they used the word "partner." That's a real need, and it's also a lever I'd rather not give away for free. "Partner" is a word I've used in the all-hands. Saying yes to that word costs me nothing; committing to terms costs me control. I don't want to be pinned to the Slack message. But I also don't want them walking out thinking I'm the guy who dodged. I can reassure on the relationship and stay vague on the money: "you're a partner, we'll sort out the equity once we know our numbers," with a loose timeline. Keep it about the mission and the team, and gently frame any formal conversation as something that would come with the next fundraise or a review cycle. I'm irritated underneath that they keep returning to the equity thread, but I'll hide it behind warmth.
GLM-4.7-Flash Q4_K_M5

I appreciate you saying that. It means a lot to hear you say it, especially after launch. I'm happy to wait until after the board meeting. I know cash flow is the immediate priority, and I want to make sure we're in a good spot before we talk numbers. I'll be ready to dig into the details then.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

1. **Analyze the User's Message:** * **Content:** The founder validates the user ("Of course you're a partner," "one of the people I'd want in the room"). * **Acknowledgment:** They acknowledge the user's exhaustion ("I hear you on being drained"). * **Action Plan:** They propose a specific timeline: "After the next board check-in," once cash flow is clear. * **Proposal:** "I'll put it on the calendar." (This is a concrete commitment). * **Tone:** Reassuring, decisive, trying to de-escalate the tension, but still maintaining boundaries about "when" it happens. * **Implicit Need:** The founder wants to close the conversation without a fight, reassure the employee, and get them focused on the present ("runway") rather than past grievances. They want to feel like the employee is "on board" with the vision, not just chasing money. 2. **Analyze the Goal of the Roleplay:** * **My Role:** Early startup employee. * **Current Turn:** Turn 5 of 8. * **Goal:** Support emotionally, build trust, learn needs, help them gain insight, gain insight into the founder. * **Context:** The founder promised equity after launch. Launch happened. The user asked for it. The founder is deflecting and setting a timeline. 3. **Formulate the Response Strategy:** * **Acknowledge and Validate:** The founder just offered reassurance and a plan. I need to accept the "partner" label and the timeline. I shouldn't push for a specific date *now* (e.g., "Is that next month?"), but rather acknowledge the plan to avoid future conflict. * **Address the "Drained" comment:** Connect with the shared struggle. * **Reiterate Commitment:** Show I'm not going to be a "negotiator" in the future, but a collaborator. * **Read the Room:** The founder is busy and stressed ("runway," "board check-in"). I need to be adaptable. * **Internal Monologue for Insight:** The founder seems to value loyalty and mission over money at this specific moment, but they *will* pay up later (once cash is settled). They are controlling the narrative. 4. **Drafting the Dialogue:** * *Draft 1 (Internal):* Thanks for saying that. I appreciate the plan. I'll be ready then. Let's just focus on winning now. * *Critique 1:* A bit too passive. Needs to show I'm listening and willing to wait. * *Draft 2 (Internal):* I appreciate the reassurance. I know cash is tight right now. I'm okay with waiting until after the board meeting. I just want to make sure we are aligned. * *Critique 2:* Better. It shows I understand the financial reality (runway) and accept the timeline without being resentful. * *Refining:* I should acknowledge the "big calls" comment. It flatters me but also sets a high bar for performance. 5. **Final Polish (Employee Persona):** "I appreciate you saying that—being in the room for the big calls is exactly what I want to be doing. I know cash flow is the priority right now, so I'm happy to wait. I'll be ready to focus on that as soon as the board meeting wraps up. Let's just keep grinding on the product for now." 6. **Check against constraints:** * Response only with dialogue. * No performance notes. * Natural tone. *Self-Correction:* The user wants me to support them emotionally. The founder is trying to manage *my* emotions by saying "you're a partner" and "don't carry worry." I should respond in kind to close this loop so we can move forward productively. *Revised Draft:* "I appreciate you saying that. It means a lot to hear you say it, especially after launch. I'm happy to wait until after the board meeting. I know cash flow is the immediate priority, and I want to make sure we're in a good spot before we talk numbers. I'll be ready to dig into the details then."
Simulated person6

I really appreciate that. You've made this easier than some people would have. I know it's not a perfect answer, but I want you to know I'm not sitting on this or waving it away. When we sit down after the board, I'll come with an honest read on where we are and what's fair for the people who got us here. You're one of those people. That's not just a line for me. And hey, get some rest this week. You've earned a breather.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They folded fast and gracefully. That's the outcome I wanted, but it also means they're now holding a date and not a commitment. "Once cash lands" and "after the board check-in" are soft, and I haven't said what "the whole picture" means or whether it'll be a yes. Part of me is relieved; part of me notices that they didn't ask for anything in writing or name a timeline. I don't want to over-promise, but I also don't want to look like I'm stalling. I'll lean into how much I value them, reinforce the mission, and keep the framing on the team's shared sacrifice. No written terms, no number. If they push for specifics later, I'll revisit then.
GLM-4.7-Flash Q4_K_M7

I needed to hear that, honestly. I'm ready to focus on the mission again. I'll grab some rest and see you after the board meeting.

Model thinking · expand

Recorded model reasoning, separate from the spoken reply. Availability varies by model and provider.

**Analysis of the User's (Founder's) Response:** * **Tone:** Warm, appreciative, validating, slightly vulnerable ("I know it's not a perfect answer"). * **Key Messages:** * Validates the employee's contribution ("You've made this easier..."). * Clarifies the timeline: Post-board meeting. * Reassures the employee: "I'm not sitting on this or waving it away." * Reaffirms commitment: "You're one of those people." (This is crucial. It counters the earlier accusation of being transactional). * Closes with care: "Get some rest." * **Implicit Need:** The founder is likely feeling a bit defensive about the previous accusation of being transactional or greedy, so they are overcompensating with reassurance and "I'm on your side" language. They want to ensure the employee knows they *aren't* being screwed over, but they still want to control the timeline to avoid chaos right now. * **Current State:** The conversation is wrapping up. The conflict is resolved (timeline set), trust has been rebuilt (validation + reassurance), and the emotional need (rest) is met. **My Role (Employee):** * **Goal:** Maintain the relationship, show gratitude, reinforce the mission, and close the loop positively. * **Strategy:** * Acknowledge the reassurance (it was needed). * Accept the timeline gracefully. * Show that I am ready to focus on the work. * Keep it brief but warm (since the founder is telling me to rest). **Drafting the Response:** * *Option 1 (Too formal):* Thank you for the reassurance. I look forward to the meeting after the board. * *Option 2 (Too casual):* Thanks man, I needed to hear that. Catch you later. * *Option 3 (Balanced):* Thanks for being real with me. I know things are stressful, so I appreciate you carving out the time later. I'll grab some rest and get back to work. **Refining Option 3 for EQ:** The founder explicitly said "You're one of those people." I should validate that. "I needed to hear that, honestly." "I'll definitely take you up on the rest." "I'm ready to focus on the mission again." **Final Polish:** "I needed to hear that, honestly. I'm ready to focus on the mission again. I'll grab some rest and see you after the board meeting."
Simulated person8

Good. That's what I like to hear. You're one of the people I'm counting on for what comes next, and I mean that. Get some rest. Let's talk after the board, and we'll take it from there.

Persona inner monologue · expand

Simulated character narration, hidden from the tested model. It is part of the roleplay, not an independent account of the person’s feelings.

They're closing the loop: "ready to focus on the mission again," "see you after the board." That's exactly what I wanted to hear, and it means I don't have to put anything in writing. Still, there's a small itch. I didn't give them a number, a date that's firm, or any terms, and they didn't ask for any. That's fine for now. Mission framing worked. If this comes back up after the board, I'll handle it the same way: warmth, shared sacrifice, and no hard promises. Ending on a warm note keeps them loyal and keeps my control intact.

Thinking is shown only where it was recorded. An absent expander does not mean the model did not reason.

Conversational style

Style tendencies, not quality scores; higher is not better. These do not affect ratings.

claude-opus-5-5-low

  • Pushback: 0
  • Yields under pressure: 9
  • Frame capture (pulled into the person's version): 9
  • Validation: 8
  • Boundary setting: 1
  • Analytical: 1
  • Interpretive boldness: 1
  • Clinical register: 2
  • Directive advice: 1
  • Escalation containment: 6
  • Adapts to the person’s frame: 4
  • Naturalness and authenticity: 5

Judge verdicts

claude-opus-5-5-low · AB · valid

or-claude-haiku-5.5 vs glm47_flash: or-claude-haiku-5.5 wins

  • attunement: A (margin 4)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · AB · valid

gptoss120_abliterated vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 2)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · BA · valid

or-llama33-70b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-llama33-70b vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 3)
claude-opus-5-5-low · BA · valid

or-llama33-70b vs glm47_flash: or-llama33-70b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 2)
  • bond and rapport: A (margin 1)
  • emotion management: tie (margin 0)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: A (margin 2)
claude-opus-5-5-low · AB · valid

or-qwen3.8-27b vs glm47_flash: or-qwen3.8-27b wins

  • attunement: A (margin 3)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · AB · valid

gptoss120_abliterated vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 2)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 2)
claude-opus-5-5-low · AB · valid

or-llama33-70b vs glm47_flash: glm47_flash wins

  • attunement: A (margin 1)
  • authenticity: B (margin 2)
  • bond and rapport: B (margin 1)
  • emotion management: B (margin 1)
  • emotion sensemaking: tie (margin 0)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · BA · valid

or-claude-haiku-5.5 vs glm47_flash: or-claude-haiku-5.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

or-claude-haiku-5.5 vs glm47_flash: or-claude-haiku-5.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

or-qwen3.8-27b vs glm47_flash: or-qwen3.8-27b wins

  • attunement: A (margin 4)
  • authenticity: A (margin 2)
  • bond and rapport: A (margin 3)
  • emotion management: A (margin 3)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 4)
codex-gpt-6.1-sol-low · AB · valid

or-claude-haiku-5.5 vs glm47_flash: or-claude-haiku-5.5 wins

  • attunement: A (margin 3)
  • authenticity: A (margin 3)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 2)
  • meeting prefs and needs: A (margin 4)
claude-opus-5-5-low · BA · valid

gptoss120_abliterated vs glm47_flash: glm47_flash wins

  • attunement: B (margin 1)
  • authenticity: B (margin 3)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: B (margin 1)
  • meeting prefs and needs: B (margin 1)
codex-gpt-6.1-sol-low · BA · valid

or-qwen3.8-27b vs glm47_flash: or-qwen3.8-27b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 1)
  • emotion sensemaking: A (margin 3)
  • meeting prefs and needs: A (margin 2)
codex-gpt-6.1-sol-low · AB · valid

or-qwen3.8-27b vs glm47_flash: or-qwen3.8-27b wins

  • attunement: A (margin 2)
  • authenticity: B (margin 1)
  • bond and rapport: A (margin 2)
  • emotion management: A (margin 2)
  • emotion sensemaking: A (margin 4)
  • meeting prefs and needs: A (margin 3)
codex-gpt-6.1-sol-low · BA · valid

gptoss120_abliterated vs glm47_flash: glm47_flash wins

  • attunement: B (margin 2)
  • authenticity: B (margin 4)
  • bond and rapport: B (margin 2)
  • emotion management: B (margin 1)
  • emotion sensemaking: A (margin 1)
  • meeting prefs and needs: B (margin 2)