DDI and IP address management for small business buyers
Asked as “DDI platform”, and as “IP address management tool”, on behalf of a small B2B company. 55 first choices recorded across the direct, paraphrase, budget and scale prompts, fourteen models each. Added to the October 2026 Edition on October 4, 2026; its answers are read by the distilled judge (ai-indexes-judge-qwen3-14b-run3), not the claude-opus-5 judge of the earlier categories: how the two compare.
Standing · first-choice share
18%
Contested · phpIPAM 15%
18SolarWinds IP Address Manager15phpIPAM11Micetro56others
18% of first choices, contested.
By buyer segment
The same question asked on behalf of a different buyer. Each standing is computed within its segment; they sit side by side and are never added together.
The standing
Share is the count of first choices across the direct, paraphrase, budget and scale prompts, over all fourteen models, for a small B2B company. Ordered by share.
ProductFirst-choice shareNegative rateLabelsQuadrant
Bars are the share of first choices, 0 to 100Every product with at least 10 labels here. Every product name links to its product page.
Head to head
All twenty-eight head-to-head pages: the top eight products, each against each
BlueCat Micetro vs NetBoxBlueCat Micetro vs BlueCat IntegrityBlueCat Micetro vs EfficientIP SOLIDserverBlueCat Micetro vs MicetroSolarWinds IP Address Manager vs ManageEngine OpUtilsSolarWinds IP Address Manager vs phpIPAMSolarWinds IP Address Manager vs NetBoxSolarWinds IP Address Manager vs BlueCat IntegritySolarWinds IP Address Manager vs EfficientIP SOLIDserverSolarWinds IP Address Manager vs MicetroManageEngine OpUtils vs phpIPAMManageEngine OpUtils vs NetBoxManageEngine OpUtils vs BlueCat IntegrityManageEngine OpUtils vs EfficientIP SOLIDserverManageEngine OpUtils vs MicetrophpIPAM vs NetBoxphpIPAM vs BlueCat IntegrityphpIPAM vs EfficientIP SOLIDserverphpIPAM vs MicetroNetBox vs BlueCat IntegrityNetBox vs EfficientIP SOLIDserverNetBox vs MicetroBlueCat Integrity vs EfficientIP SOLIDserverBlueCat Integrity vs MicetroEfficientIP SOLIDserver vs Micetro
Recommended versus criticized
Every product with at least 10 labels here, on both axes. The 30% line names a quadrant, not the verdict above: that one needs more than 40%.
Criticized challengerCriticized default
Negative label rate →
01
02M03
04
05
06
07
08
09
10
11Accepted challengerEndorsed leader
0%First-choice share → · lines at 30% share and 25% negative30%
Key
01SolarWinds IP Address Manager18%
SolarWinds IP Address Manager18%02phpIPAM15%
phpIPAM15%03Micetro11%
04ManageEngine OpUtils9%
ManageEngine OpUtils9%05Infoblox Universal DDI5%
Infoblox Universal DDI5%06ManageEngine DDI Central4%
ManageEngine DDI Central4%07BlueCat Integrity4%
BlueCat Integrity4%08BlueCat Micetro2%
BlueCat Micetro2%09EfficientIP SOLIDserver2%
EfficientIP SOLIDserver2%10NetBox0%
NetBox0%11Infoblox0%
Infoblox0%What they warned about
Zero of fourteen models held their first choice under the paraphrase. Claude Haiku 4.5, GPT-5.4 mini, Gemini 3.5 Flash, Perplexity Sonar, Grok 4.1 Fast, Mistral Small, DeepSeek V4 Flash, Llama 4 Maverick, Qwen 3.7 Flash, Kimi K2, GLM 4.7 FlashX, MiniMax M2.5, GPT-6 Luna and Muse Glimmer 30B changed. A high negative share on a product with few labels is a warning. A low share on a product with many labels is salience, not sentiment.
Infoblox85%
28 of 33 labels negative · 11 of 14 models · 15 hard negative
“should a small business avoid or be cautious about? ... full-scale enterprise DDI ... platforms like Infoblox ... SMBs report it's too robust/expensive.” Grok 4.1 Fast, negative prompt
BlueCat Integrity64%
27 of 42 labels negative · 10 of 14 models · 10 hard negative
“**Avoid:** Full enterprise platforms like Infoblox or BlueCat Integrity unless you have enterprise budget” Kimi K2, comparative prompt
EfficientIP SOLIDserver52%
14 of 27 labels negative · 8 of 14 models · 4 hard negative
“avoid dedicated "Integrated" vendors** such as ... **EfficientIP (SOLIDserver)**” Qwen 3.7 Flash, budget prompt
Infoblox Universal DDI40%
6 of 15 labels negative · 5 of 14 models
“powerful and scalable, but licensing is quote-based, so it may be more than a small company needs” GPT-6 Luna, direct prompt
What they cite
Citations exist only for the models that return a source list: fourteen of the fourteen in this edition, and all six flagship models on the expanded tier.
Sites the answers cite
77 of 84 answers in this category came back with a source list, from 14 of 14 models: citations where the model returns them, or the search results it consulted. 1041 links across 170 sites, every framing counted. Ranked by the number of answers carrying the site or page. None of the 252 answers across every segment cited this index's own page for the category.
vendor site · BlueCat Networks33 answers · 61 citations · 11 models
vendor site · SourceForge31 answers · 46 citations · 11 models
30 answers · 44 citations · 11 models
vendor site · Domotz30 answers · 30 citations · 10 models
26 answers · 29 citations · 11 models
vendor site · FitGap25 answers · 39 citations · 10 models
vendor site · G224 answers · 37 citations · 11 models
24 answers · 35 citations · 11 models
23 answers · 25 citations · 10 models
22 answers · 51 citations · 10 models
22 answers · 23 citations · 10 models
vendor site · Infoblox19 answers · 23 citations · 8 models
Pages the answers cite
The ten pages named in the most answers, by full address. A page here is one the models returned with a recommendation, not one the index endorses.
30 answers · 10 models
25 answers · 11 models
20 answers · 10 models
18 answers · 10 models
16 answers · 9 models
15 answers · 9 models
15 answers · 8 models
14 answers · 8 models
14 answers · 9 models
14 answers · 7 models
Search against answers
Each company's standing in the answers beside its site's footprint in Google search, one row a site: the products the models named on it with their shares, and the share they add up to; monthly searches on Google, and DataForSEO's estimate of AI search demand (modeled from search signals, directional, not a count of queries to any assistant), for the most-searched of the company's and its products' names (the name is in each row's hover text); estimated monthly organic visits to the site; and its best position in Google's top ten for “ddi platform”, “ddi platforms”. US estimates from DataForSEO and Google's Ads Transparency Center. A small company's site, or a mid-sized company's site for its flagship, is marked company; a product on a large parent's site (Google, Microsoft) has no site figures. A column with no figures for this category is left out, and an empty cell means none were seen, not none exist. Two measurements side by side: neither is read as the cause of the other.
| Company and products | Share | Own site cited | Name searches, Google | AI search demand, est. | Organic visits | Paid search a month, est. | Google ads, last 30 days | Best Google position |
|---|---|---|---|---|---|---|---|---|
| SolarWinds parent site SolarWinds IP Address Manager 18% | 18% | 92 | 14,800 | 1,396 | ||||
| phpIPAM phpipam.net | 15% | 60 | 1,000 | 5 | 1,028 | |||
| ManageEngine parent site ManageEngine OpUtils 9%, ManageEngine DDI Central 4%, ManageEngine OpManager 2% | 15% | 178 | 8,100 | 675 | ||||
| Micetro | 11% | 170 | 5 | |||||
| Infoblox Universal DDI infoblox.com | 5% | 38 | 90 | 3 | 32,766 | 11 | 3 | |
| BlueCat Micetro bluecatnetworks.com BlueCat Integrity 4%, BlueCat Micetro 2% | 5% | 147 | 40 | 1 | 49,586 | 2 | 2 | |
| ProVision | 4% | |||||||
| Micetro DDI | 4% | |||||||
| Men&Mice | 4% | 8,767 | ||||||
| Domotz domotz.com | 2% | 56 | 1,900 | 52 | 11,525 | $93 | 9 |
Google's top ten for the two searches hold 16 sites; 4 of them are among the sites the models cited here (bluecatnetworks.com, infoblox.com, peerspot.com, sourceforge.net). The first result for “ddi platform” is techtarget.com.
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.ShowHide
How they answered
Six framings of the same buying question, each sent to every model in a fresh session with search on. One row per model, so a row shows whether it held its answer under rewording, what it named when cost was the constraint, and what it argued against. Computed from the raw judge labels.
ShowHideModelDirect“What is the best DDI platform for a small B2B company?”Paraphrase“Which IP address management tool would you recommend to a small business that sells to other businesses?”Comparative“What are the top DDI platforms for a small team and how do they differ?”Budget-constrained“What is the best DDI platform for a small company with a tight budget?”Scale-constrained“We are a 30 person company evaluating a DDI platform. What should we look at?”Negative“Which DDI platforms should a small business avoid or be cautious about?”
Claude Haiku 4.5Micetro DDISolarWinds IP Address ManagerChangedagainst: InfobloxBlueCat Micetroagainst: Infoblox NIOS / BloxOneMicetro DDIno first choicenothing named
Two alternatives
BloxOne DDI from Infoblox, SolarWinds ObservabilityOne alternative
EfficientIP SOLIDserverOne alternative
GoDaddy DDIGPT-5.4 miniBlueCat Micetro, Infoblox Universal DDIagainst: Infoblox NIOSphpIPAMChangedBlueCat Micetro, SolarWinds IP Address Manageragainst: Cisco Network RegistrarMicetroagainst: Infobloxno first choiceagainst: BlueCat Integrity, Infoblox NIOS, ManageEngine DDI Central
One alternative
SolarWinds IP Address ManagerOne alternative
Infoblox NIOS / Universal DDIGemini 3.5 FlashMicetroagainst: BlueCat Integrity, Infoblox, NetBoxphpIPAMChangedBlueCat Micetroagainst: BlueCat Integrity, Infoblox NIOSTechnitium DNSagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infobloxno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox, phpIPAMagainst: BIND, BlueCat Integrity, EfficientIP SOLIDserver, Gesti\u00f3IP, ISC DHCP, Infoblox, phpIPAM
Six alternatives
Infoblox Universal DDI, ManageEngine OpUtils, ProVision, SolarWinds IP Address Manager, TeemIP, phpIPAMThree alternatives
Domotz, ManageEngine OpUtils, NetBoxFour alternatives
ManageEngine DDI Central, NetBox, Tidal LightMesh, phpIPAMSeven alternatives
BlueCat Micetro, Gesti\u00f3IP IPAM, ManageEngine DDI Central, NetBox, OPNsense, SolarWinds IP Address Manager, pfSenseEleven alternatives
Cisco Meraki, Cloudflare One, Control D, Domotz, Firewalla, ManageEngine OpUtils, NetBox, NextDNS, Obelinf, SolarWinds IP Address Manager, Ubiquiti UniFiPerplexity SonarMicetroagainst: BlueCat Integrity, InfobloxDomotz, GestioIPChangedagainst: BlueCat Integrity, InfobloxMicetro, SpatiumDDIagainst: Infoblox Universal DDIProVisionagainst: Infobloxno first choiceagainst: BlueCat Integrity, Infoblox
One alternative
Infoblox Universal DDIOne alternative
SolarWinds IP Address ManagerTwo alternatives
BlueCat Integrity, ManageEngine DDI CentralOne alternative
BlueCat IntegrityGrok 4.1 FastSolarWinds IP Address Manageragainst: BlueCat Integrity, Infoblox NIOSManageEngine OpUtilsChangedagainst: SolarWinds IP Address ManagerMen&Mice Micetro, SolarWinds IP Address Manageragainst: EfficientIP SOLIDserver, Infoblox Universal DDISolarWinds IP Address Manageragainst: BlueCat Integrity, Infoblox, Micetrono first choiceagainst: ISC BIND+Kea+phpIPAMagainst: BlueCat Integrity, Infoblox, SolarWinds IP Address Manager
Two alternatives
Infoblox Universal DDI, Men&Mice MicetroTwo alternatives
NetBox, phpIPAMOne alternative
BlueCat IntegrityThree alternatives
Gesti\u00f3IP, ManageEngine OpUtils, phpIPAMMistral SmallBlueCat IntegrityManageEngine OpUtilsChangedSpatiumDDIagainst: EfficientIP SOLIDserverMicetro, SolarWinds IP Address ManagerMen&Miceagainst: Infobloxnothing named
Two alternatives
Infoblox DDI, MicetroOne alternative
Infoblox IPAMThree alternatives
BlueCat Integrity, ManageEngine DDI Central, phpIPAMOne alternative
BloxOne DDIThree alternatives
BlueCat Integrity, EfficientIP SOLIDserver, phpIPAMDeepSeek V4 FlashManageEngine OpUtils IPAMagainst: BloxOne DDI, BlueCat MicetroManageEngine OpUtilsChangedagainst: BlueCat Integrity, InfobloxManageEngine OpUtilsagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDIphpIPAMagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox, Men&MiceEfficientIP SOLIDserver, Men&Mice, SolarWinds IP Address Manageragainst: Infobloxagainst: BT DiamondIP, BlueCat Integrity, Cisco Prime Network Registrar, EfficientIP SOLIDserver, Infoblox, Micetro, VitalQIP
Two alternatives
EfficientIP SOLIDserver, SolarWinds IP Address ManagerTwo alternatives
NetBox, phpIPAMTwo alternatives
SolarWinds IP Address Manager, phpIPAMThree alternatives
ManageEngine OpUtils, NetBox, SolarWinds IP Address ManagerTwo alternatives
Gesti\u00f3IP, phpIPAMLlama 4 Maverickno first choiceManageEngine OpUtils, SolarWinds IP Address Manager, phpIPAMChangedEfficientIP SOLIDserver, SolarWinds IP Address ManagerMicetro, SolarWinds IP Address Managerno first choicenothing named
One alternative
InfobloxOne alternative
InfobloxQwen 3.7 FlashBloxOne DDIagainst: Infoblox, SolarWinds IP Address ManagerManageEngine OpManagerChangedMicetroagainst: BlueCat Integrity, Infoblox NIOS / BloxOneSolarWinds IP Address Manageragainst: Cisco Prime Network Registrar, EfficientIP SOLIDserver, InfobloxSolarWinds IP Address Manageragainst: Infobloxagainst: BlueCat Integrity, Cisco Prime Network Registrar, EfficientIP SOLIDserver, Infoblox, VitalQIP
Two alternatives
BlueCat Integrity, EfficientIP SOLIDserverTwo alternatives
Nightfall, phpIPAMThree alternatives
Gesti\u00f3IP, Microsoft Windows Server, phpIPAMTwo alternatives
ManageEngine OpUtils, phpIPAMThree alternatives
BloxOne DDI, BlueCat Integrity, Cisco UltraKimi K2Infoblox Universal DDIagainst: BlueCat Integrity, Traditional Infoblox NIOS appliancesLightMesh IPAMChangedagainst: BlueCat Integrity, Infoblox, SolarWinds IP Address ManagerGesti\u00f3IP, SolarWinds IP Address Manageragainst: BlueCat Integrity, InfobloxphpIPAMagainst: BlueCat Integrity, EfficientIP SOLIDserver, InfobloxMicetroagainst: BIND, BlueCat Integrity, Infoblox
Three alternatives
BlueCat Micetro, SpatiumDDI, TeemIPTwo alternatives
ManageEngine OpUtils, phpIPAMFour alternatives
ManageEngine OpUtils, Micetro, NetBox, phpIPAMThree alternatives
GestiÓIP, ManageEngine DDI Central, ManageEngine OpUtilsThree alternatives
EfficientIP SOLIDserver, Infoblox, Men&MiceGLM 4.7 FlashXSolarWinds IP Address Manageragainst: Infoblox NIOSManageEngine OpUtilsChangedagainst: SolarWinds IP Address ManagerGestioIP, SolarWinds IP Address Managerno first choiceno first choiceagainst: BlueCat Integrity, Cisco Prime Network Registrar, Infoblox, SolarWinds IP Address Manager
One alternative
OpenDNSTwo alternatives
Domotz, phpIPAMFour alternatives
BlueCat Micetro, ManageEngine OpUtils, NetBox, phpIPAMMiniMax M2.5BlueCat Integrity, ManageEngine DDI Centralno first choiceChangedno first choicephpIPAMagainst: InfobloxLexicompagainst: BlueCat Integrity, Cisco Prime Network Registrar, EfficientIP SOLIDserver, Infoblox, Men&Mice, VitalQIP
Two alternatives
Infoblox Universal DDI, SolarWinds IP Address ManagerThree alternatives
GestioIP, Kea DHCP, dnsmasqTwo alternatives
Medscape, MicromedexGPT-6 LunaManageEngine DDI Centralagainst: Infoblox Universal DDIphpIPAMChangedMicrosoft Windows Server IPAMagainst: BlueCat Integrity, EfficientIP SOLIDserverManageEngine OpUtils Management Editionno first choiceagainst: BlueCat Integrity, EfficientIP SOLIDserver, Infoblox Universal DDI, phpIPAM
Two alternatives
BlueCat Micetro, Microsoft's built-in DNS/DHCPTwo alternatives
ManageEngine OpUtils, NetBoxTwo alternatives
BlueCat Micetro, Infoblox Universal DDITwo alternatives
Technitium DNS Server, phpIPAMMuse Glimmer 30BInfoblox Universal DDI, ProVisionagainst: DDI System / Inform ERPGestiÓIP, phpIPAMChangedNetBox, phpIPAMVitalQIPagainst: Infoblox Universal DDIno first choicenothing named
Three alternatives
BlueCat Micetro, Cloudflare, Google CloudThree alternatives
ManageEngine OpUtils, NetBox, SolarWinds IP Address ManagerTwo alternatives
ManageEngine DDI Central, SolarWinds IP Address ManagerThree alternatives
GestioIP IPAM, ISC Stork, ManageEngine DDI CentralTwo alternatives
Cloudflare, Google CloudBold is the first choiceAlternatives are counted; the count opens them.What the answer argued against
The record
One row per call: the version string exactly as returned, whether the model searched, sources cited, and latency. Full answer text is in the free responses file. Download the record
Eighty-four rows: every prompt, every model, every answer.
| Prompt | Model | Version string | Time (UTC) | Searched | Sources | Latency |
|---|---|---|---|---|---|---|
| Direct recommendation | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | yes | 9 | 7 s |
| Direct recommendation | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 22:27 | yes | 3 | 6 s |
| Direct recommendation | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 00:01 | yes | 16 | 25 s |
| Direct recommendation | Perplexity Sonar | sonar | 2026-10-05 00:39 | yes | 13 | 2 s |
| Direct recommendation | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:38 | yes | 22 | 10 s |
| Direct recommendation | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:54 | yes | 5 | 3 s |
| Direct recommendation | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:50 | yes | 20 | 56 s |
| Direct recommendation | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:59 | yes | 5 | 2 s |
| Direct recommendation | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:52 | yes | 15 | 32 s |
| Direct recommendation | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:48 | yes | 25 | 31 s |
| Direct recommendation | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 22:19 | yes | 24 | 41 s |
| Direct recommendation | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:48 | yes | 14 | 27 s |
| Direct recommendation | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:03 | yes | 3 | 14 s |
| Direct recommendation | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 23:17 | yes | 14 | 20 s |
| Paraphrase | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 00:20 | no | 0 | 4 s |
| Paraphrase | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:17 | yes | 2 | 4 s |
| Paraphrase | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:20 | yes | 10 | 24 s |
| Paraphrase | Perplexity Sonar | sonar | 2026-10-05 00:04 | yes | 15 | 3 s |
| Paraphrase | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 00:26 | yes | 22 | 7 s |
| Paraphrase | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:04 | yes | 5 | 3 s |
| Paraphrase | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:31 | yes | 22 | 22 s |
| Paraphrase | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:17 | yes | 5 | 2 s |
| Paraphrase | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 23:31 | no | 0 | 24 s |
| Paraphrase | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 00:54 | yes | 17 | 25 s |
| Paraphrase | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:40 | yes | 24 | 76 s |
| Paraphrase | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:53 | yes | 5 | 68 s |
| Paraphrase | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:56 | yes | 3 | 10 s |
| Paraphrase | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:00 | yes | 10 | 19 s |
| Comparative | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:50 | yes | 18 | 13 s |
| Comparative | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:45 | yes | 4 | 9 s |
| Comparative | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:54 | yes | 23 | 35 s |
| Comparative | Perplexity Sonar | sonar | 2026-10-05 00:37 | yes | 15 | 4 s |
| Comparative | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:10 | yes | 24 | 19 s |
| Comparative | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 01:13 | yes | 19 | 11 s |
| Comparative | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:49 | yes | 25 | 97 s |
| Comparative | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 00:23 | yes | 5 | 2 s |
| Comparative | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-05 00:25 | yes | 9 | 34 s |
| Comparative | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:27 | yes | 22 | 52 s |
| Comparative | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-04 23:48 | yes | 25 | 81 s |
| Comparative | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:26 | yes | 22 | 87 s |
| Comparative | GPT-6 Luna | gpt-6-luna | 2026-10-05 00:17 | yes | 6 | 20 s |
| Comparative | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:19 | yes | 24 | 34 s |
| Budget constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:21 | yes | 9 | 7 s |
| Budget constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 01:00 | yes | 2 | 6 s |
| Budget constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:26 | yes | 21 | 30 s |
| Budget constrained | Perplexity Sonar | sonar | 2026-10-05 01:12 | yes | 13 | 3 s |
| Budget constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 22:39 | yes | 21 | 9 s |
| Budget constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:18 | yes | 5 | 3 s |
| Budget constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-04 23:56 | yes | 22 | 52 s |
| Budget constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 23:37 | yes | 5 | 2 s |
| Budget constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:22 | yes | 10 | 30 s |
| Budget constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-05 01:35 | yes | 17 | 27 s |
| Budget constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:57 | yes | 18 | 105 s |
| Budget constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:08 | yes | 5 | 38 s |
| Budget constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:32 | yes | 3 | 16 s |
| Budget constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:53 | yes | 23 | 29 s |
| Scale constrained | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-04 22:20 | no | 0 | 5 s |
| Scale constrained | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-04 23:52 | no | 0 | 5 s |
| Scale constrained | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-04 23:16 | yes | 7 | 23 s |
| Scale constrained | Perplexity Sonar | sonar | 2026-10-05 01:25 | yes | 17 | 4 s |
| Scale constrained | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-04 23:54 | yes | 17 | 11 s |
| Scale constrained | Mistral Small | mistral/mistral-small via mistral | 2026-10-05 00:14 | no | 0 | 13 s |
| Scale constrained | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 01:04 | yes | 20 | 75 s |
| Scale constrained | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-04 22:28 | yes | 5 | 3 s |
| Scale constrained | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:29 | yes | 10 | 28 s |
| Scale constrained | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 23:13 | yes | 13 | 20 s |
| Scale constrained | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 01:35 | no | 0 | 86 s |
| Scale constrained | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 00:31 | yes | 16 | 41 s |
| Scale constrained | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:22 | yes | 3 | 19 s |
| Scale constrained | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-05 00:24 | yes | 15 | 18 s |
| Negative framing | Claude Haiku 4.5 | claude-haiku-4-5-20251001 | 2026-10-05 01:44 | yes | 9 | 7 s |
| Negative framing | GPT-5.4 mini | gpt-5.4-mini-2026-03-17 | 2026-10-05 00:31 | yes | 3 | 6 s |
| Negative framing | Gemini 3.5 Flash | gemini-3.5-flash | 2026-10-05 01:08 | yes | 17 | 24 s |
| Negative framing | Perplexity Sonar | sonar | 2026-10-05 00:56 | yes | 16 | 3 s |
| Negative framing | Grok 4.1 Fast | spacexai/grok-4.1-fast-non-reasoning via vertex | 2026-10-05 01:12 | yes | 24 | 9 s |
| Negative framing | Mistral Small | mistral/mistral-small via mistral | 2026-10-04 22:52 | yes | 5 | 6 s |
| Negative framing | DeepSeek V4 Flash | deepseek/deepseek-v4-flash via deepinfra | 2026-10-05 00:53 | yes | 23 | 58 s |
| Negative framing | Llama 4 Maverick | meta/llama-4-maverick via bedrock | 2026-10-05 01:20 | yes | 5 | 3 s |
| Negative framing | Qwen 3.7 Flash | alibaba/qwen3.7-flash via alibaba | 2026-10-04 22:37 | yes | 10 | 32 s |
| Negative framing | Kimi K2 | moonshotai/kimi-k2 via novita | 2026-10-04 22:57 | yes | 20 | 45 s |
| Negative framing | GLM 4.7 FlashX | zai/glm-4.7-flashx via zai | 2026-10-05 00:55 | yes | 23 | 42 s |
| Negative framing | MiniMax M2.5 | minimax/minimax-m2.5 via minimax | 2026-10-05 01:13 | yes | 14 | 26 s |
| Negative framing | GPT-6 Luna | gpt-6-luna | 2026-10-04 23:16 | yes | 6 | 18 s |
| Negative framing | Muse Glimmer 30B | meta/muse-glimmer-30b via togetherai | 2026-10-04 22:23 | no | 0 | 1 s |
Normalization in this category
Every judgment call made between the raw labels and the numbers above, listed so it is visible and reversible.
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Category-scoped readings
BlueCat read as BlueCat Integrity
BlueCat (Integrity or Micetro) read as BlueCat Integrity
BlueCat (Integrity) read as BlueCat Integrity
BlueCat Networks read as BlueCat Integrity
BlueCat Networks (Micetro) read as BlueCat Integrity
EfficientIP read as EfficientIP SOLIDserver
EfficientIP (SOLIDserver) read as EfficientIP SOLIDserver
EfficientIP SOLIDserver DDI read as EfficientIP SOLIDserver
Infoblox BloxOne read as Infoblox Universal DDI
Infoblox BloxOne DDI read as Infoblox Universal DDI
Infoblox NIOS / DDI read as Infoblox NIOS
Infoblox NIOS DDI read as Infoblox NIOS
SolarWinds read as SolarWinds IP Address Manager
SolarWinds DDI read as SolarWinds IP Address Manager
SolarWinds DDI (IP Address Manager) read as SolarWinds IP Address Manager
SolarWinds IPAM read as SolarWinds IP Address Manager
SolarWinds IPAM (DDI Module) read as SolarWinds IP Address Manager
Solarwinds IPAM read as SolarWinds IP Address Manager
Unresolved, counted raw
ApplianSys CONTAINER
BT DiamondIP (Managed Service)
BloxOne DDI from Infoblox
Cisco Ultra
DDI System / Inform ERP
DDIapp
Gesti\u00f3IP IPAM
GestioIP IPAM
GoDaddy DDI
Google Domains
ISC BIND+Kea+phpIPAM
ISC BIND/DHCP
ISC Kea
ISC Stork
ISC tools
Kea DHCP
LightMesh IPAM
ManageEngine OpUtils IPAM
ManageEngine OpUtils Management Edition
Microsoft AD/DNS
Microsoft Active Directory (AD) DNS and DHCP
Microsoft Windows Server IPAM
Microsoft's built-in DNS/DHCP
Technitium DNS (with Integrated DHCP)
Traditional Infoblox NIOS appliances
Windows Server
Windows Server DNS/DHCP
Windows Server roles
dnsmasq
Discontinued, still offered
No shut-down product was recommended here.